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WICBuzz
In the Time of Texting
Jennifer Chancay, M.S., IBCLC
Kevin Koegel, MPH,
Cynthia Pompa, BS., IBCLC
07/31/2022
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Acknowledgments
USDA Food and Nutrition Service
The Johns Hopkins (HPRIL) Team
David Paige, MD, MPH
Laura Caulfield, PhD
Susan Gross, PhD, MPH, RDN
Marycatherine Augustyn, PhD
Elisabet Epps, MPH
Erin Wick, BS
Yunhee Kang, PhD
Arizona Department of Health Services WIC Program
Marlene Hernandez, State WIC Director
Anne Whitmire, MPA, IBCLC, RLC & WIC Registered Dietitians
Emily Moree, MPA, RDN, IBCLC
Taffery Lowry MS, RDN, PMP, CSP and the Data Management Team
Pima County Health Department
Pima County Grants Management & Innovation
Pima County Communications
Pima County WICBuzz Participants
Funding Acknowledgement: This work was supported by a sub-award from the Hopkins/USDA
Participant Research Innovation Laboratory for Enhancing WIC Services (HPRIL), a
cooperative agreement between the United States Department of Agriculture Food and Nutrition
Service and the Johns Hopkins Bloomberg School of Public Health, Cooperative Agreement
Number #OPS-WIC-PRIL-JH-2018. The findings and conclusions in this publication are those of
the authors and should not be construed to represent any official USDA or U.S. Government
determination or policy.
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Table of Contents Page #
Executive Summary 4
Introduction 9
Methodology 11
Evaluation Design 24
Results 33
Discussion 67
Appendix 72
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Executive Summary
The Pima County Health Department (PCHD) administers the Special Supplemental Nutrition
Program for Women, Infants, and Children (WIC) with a caseload of over 9,000 each month.
About 37% of clients who received WIC services from PCHD in 2018 did not take the needed
steps to continue receiving WIC benefits for the next year, a process referred to as recertification.
Local Management Information System (administrative database) data from 2018 demonstrates
that the group least likely to recertify are non-English speaking families with infants receiving
formula benefits, and children over 1 year. Additionally, MIS data corroborates staff reports that
many parents do not recertify after their child is no longer eligible to receive formula benefits.
Staff has also provided anecdotal data that many potentially eligible individuals may not
participate because they do not know that benefits continue until age. In an effort to address gaps
in knowledge about the WIC program and keep participants on the program longer, PCHD
utilized a text messaging campaign known as WICBuzz, a communication strategy that sends, or
"drips," a pre-written set of messages to clients designed to increase nutritional and
programmatic knowledge and timed to encourage program retention.
The goal of this Project was to implement and evaluate this drip-marketing innovation in terms
of feasibility, acceptability, and impact on participation and retention of children in the WIC
program. The SMART objectives are provided below, and a logic model for this Project is
provided in the Appendix. To evaluate the project to see if there is evidence of impact on child
participation and retention, the Project compared WIC MIS data on participation and re-
certification (retention) of infants and children ages one to four from Pima County and Pinal
County WIC both before and after the implementation of WICBuzz. The baseline or pre-
implementation period was January 1, 2019 to December 31, 2019, with the implementation
period being the subsequent year from March 1, 2020 through February 28, 2021.
Description of Innovative Tool
PCHD’s innovative tool was WICBuzz, a drip marketing text message campaign. The campaign
featured targeted nutrition education and WIC brand awareness messages aimed at parents and
guardians of children from birth to age four who were currently enrolled with PCHD WIC. The
messaging was distributed at a minimum monthly, and no more than weekly, based on feedback
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from clients. One challenge of this tool was to determine what number and frequency of
messages would be welcomed by WIC Buzz participants, and at what number would the
messages become undesirable and cause participants to opt out. This innovative drip text
massaging campaign was intended to encourage timely recertification, increase participation and
increase redemption of food benefits Additionally, ad hoc messages were utilized to remind
and/or educate caregivers of community events such as free turkey giveaways during the holiday
season. WICBuzz messages were provided in the participants’ primary language (English or
Spanish) and child’s age. Participants had the option to opt out of receiving messages by replying
STOP to a message.
Description of Project Implementation
The PCHD WICBuzz team kicked off the intervention on March 7, 2020 with a ‘Welcome to
WICBuzz’ text that was sent out to 5,851 families that were currently enrolled in the Pima
County WIC program and had indicated that it was permissible for the WIC program to reach to
them by text message. Of those 5,851 welcome messages, 620 (11%) were in Spanish and 5,231
(89%) in English. Over the course of the next 12 months, both English-speaking and Spanish-
speaking families received a monthly general message and up to three age-specific messages per
month, depending on the number and age of children under five they had. In order to tailor the
messages to the families and increase their helpfulness, a mid-implementation survey was
distributed through the WICBuzz texting platform with questions aimed at improving the
WICBuzz experience.
On November 30, 2020, an additional 1,311 participants who enrolled WIC program between
February 7
th
and November 30
th
, 2020, were enrolled in WICBuzz. Of the 1,311 new
participants that received the welcome message on November 30, 2020, 1,190 (91%) identified
English as their primary language and were opted into the English language groups, while 121
(9%) were opted into the Spanish-language groups.
At the end of the intervention (February 2021), taking into account attrition due to client opt-outs
and unrouteable messages, 5,271 (74% of those enrolled over the course of the year) continued
to receive WICBuzz messages.
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The start of this intervention lined up almost perfectly with the COVID-19 pandemic in Arizona.
The WICBuzz team intended to use promotional materials to encourage clients to opt themselves
into the intervention by texting ‘WICBuzz’ to 85511. The intervention kicked off on March 6
th
and our clinics moved from in person to remote (telephone and Zoom) appointments by April 1
st
,
2020. The WICBuzz team rearranged the order of some messages and focused initially on
messages that emphasized the ability to complete services remotely. Having this new method of
communication with the majority of our WIC families was ideal during the pandemic.
Results
Process Evaluation
There were several deviations from initial planning. Implementation of the intervention was
delayed by three months relative to initial planning. The pandemic also delayed the MIS baseline
data abstraction by the Arizona Department of Health Services relative to the initial schedule
proposed by HPRIL. Baseline data on client characteristics was sought to provide a comparison
period preceding the period in which the intervention was implemented (i.e., the implementation
period). Programmatic changes included addition of a self-opt in option, which was developed to
provide an additional enrollment mechanism in addition to using the MIS database to identify
clients that provided a cell phone and gave permission to receive texts. The pandemic also
changed the way that Pima County WIC promoted the intervention, limiting original plans to use
promotional materials that WIC participants would see and discuss when they came to in-person
visits at the WIC clinic. Finally, local evaluation activities were altered, from planned in-person
interviews and focus groups to virtual focus groups and surveys administered via text message
and online.
Short-Term Impact Evaluation
Of those who responded to the Post-Implementation Client Survey (1,565 valid responses, 31%
response rate), message recipients reported that WICBuzz text messages added value to the WIC
client experience, marked by overwhelmingly positive responses to questions about changes in
knowledge of WIC services and eligibility, ways to maximize benefits, and nutrition education.
The Pima County WICBuzz team interprets these responses, in conjunction with low levels of
clients opting out of receiving the WICBuzz messages, to reflect acceptability of this type of
messaging campaign among WIC clients who had previously indicated that they would like to
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receive text messages from WIC (i.e., a majority of WIC clients).
Further, respondents were able to further elucidate responses to closed-ended questions by
providing descriptive answers to the survey’s open-ended questions that reflected examples of
specific knowledge gained and self-reported behavior change. Some responses to open-ended
questions even referenced specific message content, such as certain foods and/or recipes featured
in WICBuzz messages, demonstrating recipient retention of content from the WICBuzz text
message campaign itself.
Impact on Retention and Participation
WICBuzz had a positive impact on recertification, retention, and continuous benefit issuance. At
Pima County, recertification was 6.7% higher (95% CI: 4.0-9.4%), retention in WIC was 7.4%
higher (4.7% to 10.1%), and continuous benefit issuance was 9.7% higher (95% CI: 6.9%-
12.5%) than at Pinal County. When examining the proportion of those timely recertified, the
results were non-significant. In general, the results were stronger for children than for infants in
stratified analyses.
Discussion
It is increasingly difficult to connect with others by phone, as each individual’s communication
preferences and ability to screen for telemarketers and ‘robocalls’ often results in avoidance of
calls from unrecognized numbers. For agencies like WIC, this can present a real obstacle in
engaging with clients and keeping them active in the program. ‘Nontraditional’ forms of
outreach like text messaging present an opportunity for WIC agencies to capitalize on an existing
and widely available medium (the cell phone) and explore other forms of interaction to achieve
these same programmatic goals.
A drip marketing campaign involves pre-programming text messages to send to a group of
people on a given date and time. Once the messages have been developed and programmed
(meaning assigned to whom and when the messages will be sent), the texting platform sends the
texts out automatically. It’s a relatively fast, low-cost way to put WIC information into the palm
of your client’s hand.
Over the course of the 12-month intervention, WICBuzz sent a total of 153,799 messages to
WIC families. Messages that, when surveyed, participants indicated they found helpful in
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maximizing their WIC experience (hopefully here we can add language about perhaps
contributing to increased retention and participation.
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Introduction
The Pima County Health Department (PCHD) operates four WIC clinics in Tucson, Arizona
with a contracted caseload of 9,300 clients per month during Federal Fiscal Year 2019 and 9,550
for Federal Fiscal Year 2020. By age, the largest category of clients enrolled as of March 2019
were infants, including 969 breastfeeding or partially breastfeeding and 2,146 formula feedings
infants. The second largest category of people served was comprised of 2,697 pregnant and post-
partum women, followed by one-year olds (1,800), two year olds (1,563), three year olds (1,251)
and four year olds (1,234).
In order to receive WIC benefits a client must demonstrate that they meet program participation
requirements by presenting proof of identification, address and income at their enrollment visit.
The enrollment visit is called a certification. After initial enrollment, a client must recertify
annually through the same process. Program enrollment is highest in the infant age group and
diminishes as children age. Keeping children in the program, or retaining them, is an ongoing
challenge for the WIC program. MIS data obtained from the Arizona Department of Health
Services indicates mothers and caregivers involved in WIC programs have a higher risk of not
recertifying when their children are twelve-months or older. About 37% of clients who received
services with Pima County’s WIC program in 2018 did not return, and the proportion of those
not returning varied by age group. MIS data demonstrates that the group least likely to recertify
are non-English speaking families with infants receiving formula benefits and/or children over
one year, while those most likely to recertify are English-speaking families with infants that are
exclusively or partially breastfed. The goal of PCHD WICBuzz is to improve retention rates and
participation for all WIC participants, focusing on those families with children aged 1-4 and
infants receiving formula benefits.
Development of the WICBuzz was informed by the analysis of a combination of State MIS data,
annual customer service surveys conducted by local WIC agencies in Pima County, and
anecdotal evidence from clinic staff. According to MIS data, approximately 44% of individuals
who were eligible to recertify after their child turned twelve months old failed to recertify in
2018. Anecdotally, front-line staff indicate that participant confusion about which foods are
WIC-eligible may lead some participants to choose not to continue in the WIC program. We
believe that increasing participant knowledge on the WIC food benefit and its nutritional value
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will empower participants to purchase and use more of their benefits. Providing recipes and
cooking techniques, as well as information on the health benefits of the foods will demonstrate
the full value of benefits and encourage participants to remain in the program for as long as they
are eligible.
MIS data corroborates staff reports that many parents cease recertifying after their child is no
longer eligible to receive formula benefits. Staff has provided anecdotal evidence that many
potentially eligible individuals may not engage because they do not know benefits continue until
their child is five years old. Another recognized barrier is that families assume that they may no
longer meet the program’s income guidelines; believing WIC is only for women and infants
experiencing the highest levels of poverty. WICBuzz addressed these assumptions with drip
marketing designed to increase programmatic knowledge and encourage program retention.
In 2017, PCHD developed scheduling tools, altered clinic policies, and improved staff training in
order to meet the customer services standards set forth as best practices by the State of Arizona
WIC program. These changes resulted in statistically significant improvement in several
customer service elements, including wait times, counselor demeanor and perceived interest in a
participant’s family and activities, and whether WIC benefits are deemed useful to participants.
All PCHD WIC clinics now meet minimum customer service standards, and clinics continue to
be evaluated for differences in customer satisfaction between sites.
PCHD has developed a close relationship with the Arizona Department of Health Services
(ADHS), the government agency that maintains the MIS for WIC programs throughout Arizona.
This relationship enables regular data extraction related to the total number of participants aged
1-4 years who recertified in the program, as well as how many members of the eligible
population received successful issuance of benefits. This data, when divided by age group,
identifies disparate rates of recertification between families with infants receiving formula and
families with toddlers up to age five.
Logic Model
PCHD WICBuzz innovation tool was aimed to increase client participation in the WIC program
and redemption of food benefits, ultimately, increasing year over year client retention from age
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one to five and culminating in graduation from the WIC program. Project inputs included
funding, staff from PCHD WIC and ADHS, the PCHD Communications Team, HANDS (the
ADHS MIS data repository), a Data Analyst and/or Evaluator from Pima County, and the WIC
clients themselves. Project activities included: identifying a text messaging service vendor;
developing and testing text messages; designing and configuring the messaging service by client
category; developing WICBuzz branding; developing promotional strategy and materials;
training staff on WICBuzz; launching WICBuzz and beginning promotion; completing training
of WIC staff in customer service; design and implementation of process and outcome
evaluations; and development of WICBuzz implementation protocols. Project short-term
outcomes included: increased knowledge of WIC services and eligibility and ways to complete
eligibility requirements; increased attendance at WIC appointments; and increased knowledge of
food choices and how to maximize benefits. Long-term outcomes included: increased participant
value of WIC; increased monthly participation; increased redemption of food benefits; and
increased year-over-year program retention see Appendix A.
Methodology
In an effort to provide the best customer service and similar customer service across the four
PCHD WIC locations, every staff member completed a customer service online course. The
course utilized was “Using Active Listening in the Workplace Situations” located at WIC Online
Learning platform, see Appendix B. All staff completed the training before the implementation
of the tool.
The HPRIL team also surveyed our agency to determine whether we met the customer service
‘best practices’ encouraged by HPRIL. The information below details PCHD WIC’s customer
service practices. While our services moved to a remote service model due to COVID-19, these
customer service practices remained the same throughout the intervention period, with the
exception of collecting email addresses. As part of our COVID response and remote service
model, we began emailing materials to clients, including DocuSign envelopes to sign the WIC
Rights and Obligations, as well as other required forms. PCHD WIC also began texting clients to
alert of missed appointments and reschedule.
Appointment reminders (phone, text, and/or email)
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All clients that make an appointment at least 24 hours in advance and have agreed to
receiving text reminders, received a text reminder from the Arizona State WIC office
PCHD WIC did phone reminders for breastfeeding and registered dietician appointments
because they are scheduled up to 3 months in advance
PCHD WIC did not routinely collect email information.
Missed appointment Follow-up within 24 hours (phone, text, and/or email)
In 2019 PCHD WIC added calling missed appointments to attempt to reschedule them to
our caseload management policy.
PCHD WIC did not currently have a system to text missed appointments
PCHD WIC did not routinely collect email information
Appointment Scheduling (walk-in, same-day, and/or next-day)
Same-day/ next-day scheduling refers to when the participant is issued 3 months of benefits and
then in order to continue receiving benefits, must to schedule their next appointment either the
same day or next day when the previous 3 months of benefits have been utilized or have expired.
Most of our appointment scheduling was the same day or same week. Prior to moving to remote
services, one of our clinics accepted walk-ins every morning at 8am and two of the clinics
accepted walk-in appointments only on Saturdays. The only appointments booked in advance are
High Risk (Registered Dietician) or Breastfeeding. Otherwise, clients were advised to call when
their benefits were about to expire.
Description of the Innovative Tool
The innovative tool utilized by PCHD’s was WICBuzz, a drip marketing text message campaign.
The campaign featured targeted nutrition education and WIC program awareness messages
aimed at parents and guardians of children from birth to age four who at the time were actively
enrolled with PCHD WIC. Based on feedback obtained from clients in the Pre-Launch Client
Survey, the messaging was distributed at a minimum monthly and no more than weekly and was
intended to “add value” to the participants’ WIC experience. In addition to nutrition and
program-related messages, ad hoc messages were utilized to remind and/or educate caregivers of
local community events and resources such as a free turkey giveaway during the holiday season.
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WICBuzz messaging was provided in the participants’ primary language (English or Spanish)
and targeted to their child’s age, with messages specifically for caregivers of infants, one-year-
olds and two to five-year olds. This innovative drip text massaging campaign’s intent was to
encourage timely recertification, increase participation and increase redemption of food benefits.
Implementation Protocols
Implementation of the WICBuzz innovative tool required the development and approval of
protocols, a pre-test of the tool’s functions, the development of training materials and the training
of the WIC staff. These steps are detailed below.
Educational Messaging System
Educational Messaging System (EMS) is a texting platform that supports drip-marketing
campaigns. In other words, EMS sends programmed messages to selected groups at selected
dates and times. The WICBuzz team developed the messages, selected the groups and scheduled
the message release times.
WICBuzz automatically sent age and language appropriate (English or Spanish) messages to
Pima County WIC participants. The age groups selected for this intervention were infants (12
months or younger), one-year-olds, and children two to five. The team selected the groups based
on the developmental milestones experienced during these time periods as well as the similarity
in the WIC food packages within the groups.
The Pima County WIC program provided messages in both English and Spanish due to the large
number of Spanish-speaking clients which is reflective of the large Spanish-speaking population
in the region. Providing the intervention in Spanish also allowed the program to assess the
effectiveness of the messaging to Spanish-speaking clients and tailor messaging to this
population. Of 5,851 families initially enrolled in WICBuzz, 5,231 (89%) indicated English-
language preference and 620 (11%) preferred communications in Spanish, per client records in
the agency MIS database.
The EMS system was structured to release four pre-scheduled messages monthly. Originally, the
WICBuzz Coordinator uploaded messages into the EMS monthly and sent them out manually
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through EMS at various times of day, but eventually they were programmed to go out at 6:00
pm. After the mid-intervention survey, based on client feedback, time was changed to 10:00 am.
Pima Table 1. Monthly Message Release Schedule
Week
Message Group
Week 1
General Message
Week 2
C1 (one-year-olds)
Week 3
Infant
Week 4
C2-4 (child, two to five years
old)
Week 5
Possible ad hoc message
Selecting Clients for the WICBuzz Intervention
As part of an intake visit, WIC staff ask clients if their primary number is a cell phone and, if so,
are they willing to receive text messages at that number. More than 90% of clients agree to
accept text messages and request to be set up in the automated text appointment reminder
system. The WICBuzz team opted-in all clients that consented to receive texts from WIC into the
WICBuzz intervention. This was permissible as long as in the first message, clients were given
instructions on how to opt themselves out of the intervention. The WICBuzz team added, “Text
Stop to stop receiving messages” to each WICBuzz message.
Creating a Submission for EMS of Active WIC clients in WICBuzz
Client Data Request to ADHS: The WICBuzz team asked for a report in an Excel format
from the Arizona Department of Health Services (ADHS) of families who opted-in to
receive text messages. The report included the following client variables:
o Family ID #
o Authorized Representative’s Name
o Client ID #
o Client Name
o WIC Category
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o Phone Number
o Primary Language
o Date of Birth
o Certification End Date
The master dataset was then divided into subsections, using the following list of
predetermined criteria:
a. WIC Categories:
i. Infant (IFF, IPN, IPN+, IEN)
ii. 1 2 year-old (C1)
iii. 2 5 year olds (C2, C3, C4)
iv. Pregnant Women (PG1, PG2)
b. Language Categories:
i. Spanish
ii. All other languages
In order to subset the master list, the data were filtered using the appropriate age category
identifiers and language to create a single subset list. For example, for 12-year-olds
with Primary Language of ‘Spanish,’ clients with Age Category of ‘C1’ and Primary
Language of ‘Spanish’ were filtered and copied into a new spreadsheet. This process was
repeated for each combination of Age/Language categories (eight combinations in total).
Each worksheet was clearly labeled with the appropriate age/language identifier in order
to be imported into the age- and language-appropriate EMS message campaign.
Preparing Client Data to Upload to Education Messaging Systems (EMS)
Client identifiable information not needed to associate them with the age- and language-
appropriate message campaign, including WIC ID numbers and last names, was removed
prior to sharing the datasets with EMS. Six variables (labeled ‘Key Words’ by EMS)
were retained: Authorized Representative’s first name, child’s first name, child’s WIC
category, child’s date of birth, certification end date and Authorized Representative’s
phone number.
Datasets (Excel spreadsheet format) were emailed securely to EMS.
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The Project’s dedicated EMS representative uploaded the prepared datasets into the EMS
platform, ensuring that the clearly labeled age- and language-appropriate datasets were
matched to the corresponding message campaigns.
Rules for Editing Client Data
The WICBuzz team understood that families with multiple children in different age categories
could receive up to four messages per month. It was important to ensure that families would not
receive the same message multiple times. The WICBuzz team together with EMS partners
programmed messages to ensure that participants did not receive duplicate messages.
If a phone number had more than one child listed in the same WIC category:
o the oldest child in infant and one-year-old categories was kept.
o In the 2-5-year-old category, the youngest was kept.
If 2 households had the same phone number:
o The WICBuzz coordinator confirmed the phone number in the client’s Health and
Nutrition Delivery System (HANDS) file and updated the phone number when
possible.
o Otherwise, the oldest child in the infant and one-year-old categories was kept.
o In the 2-5-year-old category the youngest was kept.
Text WICBuzz 85511 to Opt-in
The WICBuzz team worked with EMS to set up an opt-in system for WIC clients interested in
participating in WICBuzz that were not enrolled in the intervention at the time of the March
2020 launch. WIC clients were asked by WIC staff if they would like to opt in to WICBuzz at
their scheduled WIC appointments. Also, promotional materials, including posters, fliers and
oven mitts with the WICBuzz logo indicated to clients that they could text WICBuzz to 85511 to
opt themselves in.
The WICBuzz team worked with EMS to create a welcome message for clients that opted into
the program as well as an algorithm that would ensure that the client got into the correct age
group for their child. (see client self-opt-in under the messaging section below).
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Required Opt-out Option
By law, individuals must be able to opt themselves out of a text marketing campaign. Therefore,
included in each WICBuzz message was the phrase, “Text Stop to stop receiving messages”. If a
client texted stop, the EMS system is set up to remove them from the list of recipients, and they
no longer received messages. The phone numbers that choose to opt out will be included in an
opt-out report provided by EMS.
WICBuzz Message Development
A group of WIC Registered Dieticians and Internationally Board-Certified Lactation Consultants
held a retreat to brainstorm possible WICBuzz messaging. Their instructions were to create
messages for the caregivers of infants, one-year-olds and 25-year-olds that participate in the
WIC program. The messages were about feeding, infant and child growth and development, WIC
foods, and WIC program information, whose knowledge of, would add value to the WIC client
experience. After the retreat, the group sent more than 50 possible messages to use in the
WICBuzz intervention.
Once received, the PCHD WIC staff edited and organized the messages by appropriate age
category and general topic. The Pima County Communications team screened the messages for
appropriate reading level, cultural competency and clarity of message. Pima County WIC staff
translated the messages into Spanish and then sent them to Pima County’s certified Spanish-
language interpreter for edits and final review. Lastly, the USDA Food and Nutrition services
reviewed the messages. The FNS sent questions and edits and requested that links given in
messages be to government sites and asked for further breakdown of messages by short-term and
long-term outcomes. Pima County WIC updated the links. Find the list of approved messages in
Appendix C.
Calendared Messages
The WICBuzz intervention was scheduled for 12 months, from March, 2020 through February,
2021. The WICBuzz team reviewed the approved list of messages and organized the messages
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by month that they would be sent, taking into account the season of the year, cultural events and
recognized health observances (Appendix D) over the course of the intervention.
Bitly Links
Bitly is a URL shortening, managing and analyzing service. The WICBuzz team included
relevant links to online resources in several messages. Due to the fact that links can be lengthy
and WICBuzz messages have a limited character count of 255 characters per text message, the
use of Bitly in this intervention was essential. Not only do the links provide additional resources
to participants they also served as a measure of client engagement in the WICBuzz intervention
by tracking the number of WICBuzz participants that click on a given link.
Welcome Messages and Grouping
Initial Mass Opt-In Welcome Message
English
WICBuzz is starting soon! You'll receive monthly messages from your WIC office on
topics like nutrition, parenting, links to recipes, family-friendly events and how to get the
most from WIC. Text STOP to receive no more messages.
Spanish
¡WICBuzz está comenzando pronto! Recibirá mensajes mensuales de su oficina de WIC
sobre temas como nutrición, crianza de los hijos, enlaces a recetas, eventos familiares y
cómo aprovechar al máximo de WIC. Para no recibir mensajes text STOP.
Client Self-Opt-in Algorithm
Welcome to WICBuzz! ¡Bienvenidos a WICBuzz! For English messages text 1 Para español text
2.
English
You’ll soon start to receive monthly messages from your WIC office on topics like
nutrition, parenting, links to recipes, family-friendly events and how to get the most from
WIC. Text STOP2end
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Some messages are age specific, would you like to receive a message for an infant age 0-
11 months? Text 1 for yes or 2 for no.
Would you like to receive a message for a child age 12months to 23 months? Text 1 for
yes or 2 for no.
Would you like to receive a message for a child age 2 years to 5 years? Text 1 for yes or
2 for no.
Thank you for your participation!
Spanish
Recibirá mensajes mensuales de su oficina de WIC sobre temas como nutrición, crianza
de los hijos, enlaces a recetas, eventos familiares y cómo aprovechar al máximo de WIC.
Text STOP2end
Algunos mensajes son específicos de la edad. ¿Le gustaría recibir un mensaje para
un bebe
de 0-11 meses?
¿Le gustaría recibir un mensaje para un niño/a de 12 meses a 23 meses?
¿Le gustaría recibir un mensaje para un niño/a de 2 años a 5 años?
¡Gracias por su participación!
Ad-hoc Messages
In November of 2020 the WICBuzz team piloted sending ad hoc messages to WICBuzz
participants. Ad hoc messages were assessed based on potential benefit relative to potential
costs. The selected ad hoc messages were about food resources for the holidays (Thanksgiving
Turkey Giveaway), rental assistance for those affected by COVID-19, and information about the
newly available WIC self-check-out at various grocery stores.
In-Message Feedback
In January of 2021 the WICBuzz team added a request for feedback into the messages. The
request said to “Rate this message with a thumbs up or thumbs down.”
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Use of Educational Messaging System Reports in WICBuzz Management
Bounce Back Report
A ‘bounce back’ refers to a message that was undeliverable to the phone number on file after
several attempts. The WIC Buzz Coordinator reviewed the Bounce Back report the day after a
message was released. If a phone number appeared on the Bounce Back report, the coordinator
verified the client information in the Arizona WIC MIS database, HANDS, and updated the
phone number in EMS, if there was a new number on file.
From Bounce Back pulled for end of day of launch date.
Phone numbers were verified in each file in HANDS:
If welcome message was sent to the secondary phone number, phone number in our
Master Database was updated and new welcome message was sent to current primary
phone number.
If the phone number in the client’s file had changed, phone number in our Master
Database was updated and new welcome message was sent to current primary phone
number.
If no new number was on file, WIC Buzz Coordinator documented in clients’ file in
HANDS to verify phone number at next WIC visit.
Welcome message sent out to updated phone numbers.
Other reports the WICBuzz Coordinator reviewed at the end of each month included: incoming
messages, outgoing messages, reminders (this included which messages were sent on which day
to how many people), opt-out report, opt-in report and how many people clicked on any Bitly
links during the month.
From Opt-Out Report pulled for end of day of launch date.
Phone numbers were verified in each file in HANDS:
If welcome message was sent to the secondary phone number, phone number in our
Master Database was updated and new welcome message was sent to current primary
phone number.
21
If the phone number in the client’s file had changed, phone number in our Master
Database was updated and new welcome message was sent to current primary phone
number.
Welcome messages were sent out to updated phone numbers.
Implementation Training Materials
WICBuzz Staff training began with the introduction of the innovation at an all Staff Meeting. A
description of the Project and its purpose as given. Staff discussed what type of text messages
should be sent and the staff held a brainstorming session for the name of the innovation, this is
how the drip marketing campaign was named.
At subsequent Pima County WIC staff meetings, WICBuzz training and discussions continued.
The discussions included brainstorming of WIC topics to cover in the text messages, what sort of
promotional items could be offered to clients to promote awareness of the campaign, logo
improvements and progression of the WICBuzz intervention. PowerPoint presentations included
messages to be used, images of posters and promotional materials and instructions on how to
opt-in to WICBuzz (Appendix E and F).
Innovative Tool Adaptation and Pre-Test
Adaptation of the WICBuzz innovative tool began with the development of English and Spanish-
language messaging focused on increasing the perceived value of the WIC program for parents
and guardians of children in the program. Some of the messages created were general messages
for parents and guardians of all children, while nutrition messages targeted specific age
categories. The categories were birth to age one, ages one to two and two through four.
PCHD WIC staff worked with EMS to develop the WICBuzz messaging platform. PCHD WIC
staff also worked with ADHS to compile a list of all WIC clients with infants or children up to
age five. Once messages were developed and uploaded onto the EMS platform, all PCHD WIC
clients within the category were opted into WICBuzz, with the option to opt out at any time.
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The WICBuzz Coordinator tested several messages in a pilot group comprised of PCHD WIC
staff. Staff opted into WICBuzz and received two to three messages. Staff provided feedback on
the potential of these messages to improve participation, redemption, and retention.
WICBuzz Message Testing
The testing of the delivery of WICBuzz messages using the EMS platform took place in several
steps.
In order for the WICBuzz Coordinator to become familiar with uploading client information into
EMS using an Excel spreadsheet, an Excel spreadsheet was created with the names and cell
phone numbers of five PCHD WIC staff. This data was then uploaded into EMS to create a pilot
test group. This group was utilized not only to help understand how to upload clients but also to
test several messages in both English and Spanish, test Bitly links, and test the opt-in and opt-out
features in EMS.
Once uploaded, each member of this pilot group received the pre-programmed welcome message
as expected. The welcome message used in this testing period was the following:
“Welcome to WICBUZZ. Thank you for your participation in helping us develop our
Project. To opt out text STOP”
Several other messages were programed to be delivered over the course of the next few days and
weeks. This enabled the coordinator to become familiar with the message programing features of
the platform and the selection of specific dates and times for message release. The test messages
included messages selected to be utilized in this drip text messaging campaign. These messages
included Bitly Links in order to test their functionality and the analysis function offered through
the Bitly Link application.
The following English messages were tested during the testing and development of WICBuzz:
“Did you know WIC has over 13,500 eligible WIC foods? Which are your favorites? Use
the EzWIC app to check your benefits and scan foods to see if they are WIC approved.”
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“Got milk? WIC offers a variety of milk alternatives including goat's milk, soy milk, dry
milk and lactose-free milk. Ask your WIC clinic if you are interested in switching to a
different milk type.”
“Don't have a crusty day! Good food fuels your body and mind! Use your WIC benefits
to buy whole wheat bread to make toast for breakfast or a healthy sandwich for lunch.”
“ABC's are important! Apples to zucchini, learning about different foods is an important
part of childhood. Try to eat a fruit or veggie for each letter of the alphabet. It's a fun way
for your kids to practice their ABC's and to build healthy habits.”
The following Spanish messages were tested during the testing and development of WICBuzz to
test length and the addition of accents:
“¿A tu pequeño no le gusta beber agua? Pruebe agua divertida, agregue frutas como
fresas, arándanos o rebanadas de limón o jugo a agua mineral o agua con gas.”
“¿Sabías que el brócoli construye huesos? Las verduras de hoja verde como el brócoli, las
espinacas y la col rizada contienen calcio.”
“Los bebés lloran por muchas razones, no solo porque tienen hambre. Antes de darles de
comer, juegue al detective para ver si hay alguna otra razón por la que su bebé podría
estar llorando.”
“WIC está aquí para su hijo desde la infancia hasta los 5 años. Si tiene preguntas,
podemos ayudarlo a ser el mejor padre que pueda ser. ¡Háganos saber cómo podemos
ayudar!”
These messages were received correctly, all within one text message and accents used in the
Spanish language were appropriate in their placement and context. These was consensus
amongst the test group and the WICBuzz Team to move forward with program implementation.
To test opt-outs and opt-ins, several of the PCHD WIC Staff were directed to opt themselves out
the text messaging campaign by responding STOP to the text messaging. These members were
successfully opted-out and received the following message:
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“Textline Chat: You have successfully unsubscribed. You will not receive any more
messages. For more info visit https://www.preventionpaystext.com/policies/
This message was programed by EMS and sent in response to receipt of the text “stop”.
After successfully opting themselves out of the campaign, the PCHD WIC staff test group
members were asked to opt themselves back in to test whether clients who had opted out would
be able to rejoin the campaign. These members were successful in opting back into the
campaign.
The tool was further refined using participant feedback gathered through a pre-implementation
survey and a mid-implementation survey. The mid-implementation survey asked participants for
feedback about WICBuzz, the messages received so far, and potential content, timing, and
frequency of future messages. The survey was administered in both English and Spanish.
Updates Due to COVID-19
After the development of text messages targeting various client age groups and their approval by
FNS, implementation began on March 6, 2020, with the first WICBuzz message sent to all
clients who had given permission to receive text messages. Since this date, messages have been
sent according to a message schedule without interruption. While Project implementation did not
pause due to COVID-19, clinic operations shifted from in-person visits to phone visits on March
21, 2020, and the FNS approval of a physical presence waiver for the state of Arizona.
Originally, as part of ongoing evaluation of the acceptability of WICBuzz messages, the
evaluation plan included developing and implementing both English and Spanish-language focus
groups with WIC participants that were receiving WICBuzz messages, and then to revise
messages based on the feedback received. The pandemic, and the resulting need to socially
distance, ultimately altered these plans. In order to address the barrier, the HPRIL team designed
an electronic mid-implementation survey, see Appendix G, to gauge the acceptability and
usefulness of to WICBuzz messaging for participants. The survey was implemented in July of
2020 through the WICBuzz text message platform.
The pandemic also changed the way that WIC promoted the WICBuzz intervention. Originally,
the plan included designing promotional materials that WIC participants would see and discuss
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when they came to their visits at the WIC clinic. The materials included posters, see Appendix
H, staff T-shirts with WICBuzz logos and oven mitts with the WICBuzz logo and self-opt-in
information printed on it. Since PCHD WIC clinics moved WIC services from in-person to
remote service delivery, Pima County WIC staff members suggested creating WICBuzz
promotional materials that could be included in all outgoing mail to WIC participants. Moving
WIC services to a remote platform necessitated using the US Postal Service to send out eWIC
cards and other WIC materials. A mini WICBuzz promotional poster was included in most
mailings for the duration of this intervention. The WIC clinics remained open for clients to pick
up breast pumps or WIC electronic benefit cards. When participants came to the clinic, they
received a WICBuzz promotional oven mitt. By the end of the intervention 914 WIC participants
had opted themselves into the intervention.
Evaluation Design
PCHD WICBuzz utilized a quasi-experimental design with a pre- and post-evaluation to
determine the effectiveness of the WICBuzz intervention. The outcome evaluation integrated
quantitative analysis of MIS data and a qualitative summary of stakeholder perspectives to
determine whether the campaign adds value to the WIC experience for clients and improves
target population retention.
Evaluation Questions and Indicators
The Project had four process evaluation questions:
Was the Project implemented as intended? What were the strengths and
weaknesses of the development and launch of WICBuzz? Indicators included
documents obtained/completed, such as vendor agreements, the protocol for developing
and deploying WICBuzz messages, and promotional materials, as well as
implementation documentation, such as counts of messages sent.
How did clients engage with WICBuzz? Indicators included number and percentage of
client opt-outs, numbers of WIC participants without text message capability (or who
have opted not to be contacted via text), and the percentage of links clicked, by message.
26
How satisfied were clients with WICBuzz? Indicators included the percentage of
clients satisfied with message length, the percentage of clients satisfied with message
frequency, the percentage of clients indicating they would like WICBuzz to continue,
and the percentage of clients indicating that specific messages were helpful to them.
What is staff perception of WICBuzz? Indicators included staff awareness of
WICBuzz, as expressed via virtual focus group.
The Project had one short-term outcome evaluation question:
To what extent did WICBuzz add value to the WIC client experience (including
increasing knowledge of WIC services and eligibility, ways to maximize benefits,
and nutrition education)? Indicators included: percentage of clients reporting they
learned something new about their local WIC program through WICBuzz; percentage of
WIC clients indicating that WICBuzz helped them understand the WIC program better;
percentage of clients reporting they learned something new about nutrition/health
lifestyles through WICBuzz; perceptions of changes in client knowledge compared to
before WICBuzz; percentage of clients indicating that WICBuzz helped them redeem
more of their food benefits; percentage of clients stating that WICBuzz helped remind
them to schedule WIC appointments; percentage of clients reporting they purchased a
new food or tried a new recipe mentioned by WICBuzz; and percentage of clients
reporting benefit of having additional outlet for clients to express needs.
(See Appendix L)
Long-Term Outcome Evaluation Methods
Prior to project implementation, HPRIL assisted Pima County WIC in identifying a comparison
group to allow for a contemporaneous comparison evaluation design. Pinal County WIC, a
nearby local WIC agency, served as the comparison group. Pinal County WIC, located directly
north of Pima County, was chosen as a comparison site due to proximity of the agencies in size,
similar policies and practices in relation to customer service and scheduling practices and similar
client demographics, with the exception of a higher percentage of clients that identify as White in
Pinal County (19.2% of children compared to 8.52%) and a higher percentage of Hispanic in
Pima County (32.68% of children compared to 26.78%). In both Pima County Health
27
Department WIC program and the Pinal County WIC program more than 90% of clients selected
text messaging as their preferred method of communication.
HPRIL obtained Management Information System (MIS) data from the State of Arizona to
conduct statistical analyses to evaluate the impact of WICBuzz on outcomes related to child
retention and participation. Data were obtained for two time periods: a baseline period that was
the 2019 calendar year and an implementation period that was from March 1, 2020 to February
28, 2021. Due to the time needed for messages development and approval, the baseline or pre-
implementation period was changed from December 1, 2018 through November 30, 2019 to the
calendar year of 2019, and the implementation period changed from December 1, 2019-
November 30, 2020 to March 1, 2020 to February 28, 2021. The data request was for all infants
and children who were active in WIC at the beginning of each period. The HPRIL evaluation
sought to compare changes in each outcome over time for the innovation group (i.e., Pima
County WIC) to changes for the comparison group (i.e., Pinal County WIC).
The MIS data set included variables from the USDA minimum data set (MDS) necessary for
describing the characteristics of the participants as well as for calculating each of the outcome
variables. Because the data set included all infants and children active at the start of the period,
we can examine the pattern of participation of a cohort of WIC participants over time. During
any given 12-month period, each participant has an end date for the prior certification period and
can be expected to recertify (or not). Participants can leave the program by not re-certifying, or
they may recertify and then leave the program, and some may move and enroll in another WIC
agency. Thus, at the end of the year, a child may still be active in WIC (that is, retained), inactive
because they left the program, or re-enrolled at another WIC agency (e.g., they moved out of the
area) (HPRIL Table 1).
Each month benefits are issued for each WIC participant, and over a time period different
patterns of issuance can be observed, with less than continuous benefit issuance indicating gaps
in service due to, e.g., missed appointments. Although benefits are issued to a specific WIC
participant, benefit redemption at the individual level is not generally available in MIS data, nor
is partial redemption of benefits (HPRIL Table 1).
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The analyses here focused on four core outcomes regarding retention and participation. First,
child recertification was defined as documented recertification of the children during the 12-
month period or during months 13-14 for those with certification end dates during the final 2
months of the period. Second, timely recertification was defined as recertification within 60 days
of the end date of the prior certification period. Third, retention was defined by the child’s status
at the end of each study period (i.e., active or terminated per the MIS). Fourth, child participation
was measured by continuous benefit issuance (11 or 12 months).
1
2
HPRIL Table 1. Child Retention and Participation Outcomes
Outcome
Description
Recertification
The proportion of children in the dataset with a recertification date during
the period. Note: includes children who left the agency and/or were not
classified as “active” at the end of the period.
Timely recertification
The proportion of children (out of all children in the cohort) with a
recertification date less than or equal to 60 days after the end of
certification during the period.
Not-timely recertification
The proportion of children (out of all children in the cohort) with a
recertification date greater than 60 days after the end of certification
during the period.
Percent of recertifications
that are timely
The proportion of children (only out of those with a recertification date)
whose recertification date is less than or equal to 60 days after the end of
the certification during the period.
Retention
The number of children active at the end of the data period at the
innovation or comparison agency / (The number of children overall at the
beginning of the period - children at another local agency at the end of the
period)
Continuous benefit
issuance
The proportion of children who were issued 11-12 months of benefits (out
of 12)
Months of benefit
issuance
Median and interquartile range of proportion of children issued benefits
across the year
Percent of cohort issued
benefits
Average proportion of children that were issued benefits each month
The analyses proceeded in stages. Descriptive analyses were conducted to describe the
participant characteristics and outcomes for each group during each time period. We documented
characteristics with a significant percentage of missing values (> 10%), which would limit their
usefulness during analysis. To assess comparability of the innovation and comparison groups
within each time period, HPRIL compared participant characteristics, including participant
category at the beginning and end of the data period; household size; number of WIC
participants in the household; multiple birth status; race and ethnicity; primary language other
29
than English; need for a translator; participation in other federal assistance programs such as
TANF, SNAP, and Medicaid; and whether the participant was ever breastfed. Pearson chi-square
tests were used to detect any significant differences between innovation and comparison in terms
of participant characteristics and outcomes for each time period. Logistic regression analyses
were also conducted to compare outcomes between groups (innovation versus comparison)
within each time period adjusting for covariates. As noted above, reports of these analyses were
created for each time period.
1 2
To estimate program impact, HPRIL employed a difference in difference (DID) approach. As
noted above, this involves estimation of the changes over time in each outcome in the innovation
versus the comparison group. Analyses were conducted for the overall sample as well as for
infants (IBE, IFF and IBP categories) and children (C1, C2 and C3 categories). Because
participants are not randomly assigned to the innovation or comparison group, analysis of the
impact of WICBuzz is not straightforward. Participants are assigned to a WIC clinic based on
residence which is determined by the participant’s family and based on multiple factors. This
may lead to the problem of selection bias, if these same factors also affect the likelihood of
recertification, retention, or participation.
To address this issue, HPRIL employed propensity score weighting (PSW) to adjust for
differences in participant characteristics between the innovation and comparison groups at each
time period (labelled T1 and T2) as well as differences across the two time periods. Two
common weighting approaches were used. In the first, weights were estimated using multinomial
logistic regression in which observations are weighted as compared to the those in the innovation
group during T1 as per Stuart et al., 2014.
3
In the second, a kernel approach for repeated cross-
sectional data was used to weight observations relative to the innovation group during T2 as per
Villa 2016.
4
To illustrate the balance in participant characteristics achieved through weighting,
HPRIL compared the absolute standardized differences (ASD) for the means of each variable
before and after weighting in the overall sample, for infants, and for children. This involved
comparing the balance achieved for the innovation group over time (at T1 and T2), the
innovation group at T1 and comparison group at T1, and the innovation group at T1 with the
comparison at T2. This approach was repeated for analyses involving infants or children.
30
To fully present the results, the outcomes are shown and compared over time using both
unweighted and weighted data. HPRIL conducted DID analyses for all four outcomes
(recertification, timely recertification, retention, and participation/benefit issuance) overall, for
infants, and for children. Beta coefficients and 95% confidence intervals were calculated using
three models: (1) Crude, unweighted; (2) Adjusted Model 1 (A1): PSW-DID using logit for
propensity score weighting (PSW) and ordinary least squares (OLS) for DID; and (3) Adjusted
model 2 (A2): PSM-DID using Kernel for propensity score matching (PSM) and probit for DID
with repeated cross-sectional option.
Data Collection and Analysis Plans
Pre-launch Client Survey: In order to determine some key texting preferences of our client
population, PCHD WIC developed a pre-launch WICBuzz design client survey. PCHD WIC
obtained a sample of 150 surveys. The survey asked about preferred frequency of messages,
length of messages, general interest in receiving messages and whether the client could open a
link from a text message received on their phone. Survey results were used to inform the final
selection of WICBuzz messages to begin the launch, Appendix I.
Mid-Project Client Survey: The WICBuzz Mid-Project Client Survey was designed to elicit
feedback from Pima County WIC clients who were enrolled in the WICBuzz text messaging
campaign as of mid-August 2020. The mid-Project data collection was initially planned to be
conducted via focus groups, but programmatic adjustments prompted the shift to the online
survey format, Appendix G. By virtue of this, the target population also shifted from program
sub-populations to the entirety of the population participating receiving WICBuzz text messages.
The survey was drafted in English by the WICBuzz Project team and was translated to Spanish
by Pima County Communications. The survey was programmed on the Qualtrics platform to be
accessed by clients via smartphone. The survey went live on the morning of August 17, 2020, as
the WICBuzz Project team sent a text message containing the survey link to clients. The English
message read: “Hello! Please help make WIC text messages more helpful to you by providing
feedback to us: https://pimacounty.sjc1.qualtrics.com/jfe/form/SV_3NNTz67XNyqQQvz” The
message was sent to 4,905 clients, 89% of whom (n=4,353) received the English language
message and survey. Eleven percent of clients (n=552) received the Spanish language message
and survey. A reminder message was sent on September 3, 2020, as part of a planned WICBuzz
31
informational message. The reminder message read: “Are you team smooth or team crunchy?
Either way, you can purchase peanut butter with your WIC benefits. Remember your ideas can
help make texts from WIC better. Take our survey here: https://bit.ly/3hJshYg Text STOP to
receive no more messages.The survey was closed on September 21, 2020.
Post Implementation Staff Focus Group: As part of the intervention’s evaluation, the
WICBuzz team held a focus group for Pima County WIC staff on April 7th, 2021. In total seven
WIC staff, from a variety of clinics and with a variety of job duties, provided feedback on their
experience with clients and the WICBuzz intervention. The evaluator asked the staff about their
experience over the last year at WIC, their thoughts about the WICBuzz intervention, their
opinions about the clients’ awareness of the intervention, the use of technology in WIC, and
WIC practices during the pandemic, see Appendix I.
Post-Implementation Client Survey: On June 3, 2021 the WICBuzz team sent out the post‐
implementation survey to 4,513 English and 577 Spanish‐speaking WICBuzz participants,
Appendix K. The team developed the survey in Qualtrics and sent it as a Bitly link in a
WICBuzz message. A reminder message was sent on June 10th and the survey closed June 18,
2021 at 11:59pm Arizona Time. The initial WICBuzz text message sent June 3, 2021 at 10:00am
Arizona Time read: “It’s Zoo time! Please complete our WICBuzz Survey to help us send
messages you want to read. First 100 to complete will receive 2 adult & 2 child passes to the
Reid Park Zoo. https://bit.ly/3vTnwm4 Text STOP for no more messages.” The Pima County
WIC program used incentives to help increase the survey response. The initial invitation to the
survey included the opportunity to win two adult and two child passes to the Reid Park Zoo in
Tucson, Arizona. A second/reminder invite was sent one week later, June 10, 2021 at 10:00pm
Arizona Time: “Zoo pass winners have been notified, but there is still a chance to win 1 of 25
Annual Family Zoo passes. Complete your survey by June 18 to enter the raffle.
https://bit.ly/3vTnwm4 Text STOP for no more messages.” With the second invite, the WICBuzz
team used a second set of incentives: 25 Reid Park Zoo annual family memberships. Each annual
family membership allows two adults and up to four children admittance to the zoo as well as
admittance to many special member events throughout the year. All survey respondents, except
the winners of the two adult/two child passes, were entered into a raffle for a chance to win one
of the 25 memberships.
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The survey contained the following questions:
• How helpful are the text messages you get from WIC?
• Do you feel you learned something new about how to understand and use your WIC
food benefits from the WICBuzz text messages?
• Do you feel you learned something new about healthy lifestyles for you or your children
from the WICBuzz text messages?
• Over the past year, did receiving WICBuzz text messages encourage you to do any of
the following? (select all that apply)
• In the future, which of the following topics would you like to receive WICBuzz text
messages about? (select all that apply)
• What kind of recipes are you interested in receiving?
• Do you know up to what age can a child participate on WIC?
• Is there anything else that you would like to share about the text messages you receive
from WIC?
MIS Data Management and Transfer
Per HPRIL, a condition for eligibility for the program was concurrence from the state WIC office
to provide sub-grantees and HPRIL with de-identified MIS data for the evaluation. The baseline
period was the calendar year 2019, and the data were expected to include infants and children
with birthdays between January 1, 2015 and December 31, 2018 who were active in WIC at the
beginning of the data period (January 1, 2019). Within each innovation and comparison group,
these children make up the “cohort” that HPRIL studied.
With input from Pima County WIC and ADHS, HPRIL compiled a unique baseline and
implementation period codebooks. The official MIS codebooks, data requests, and skeleton
databases were sent to Pima County WIC, which relayed the requests for data to ADHS, the state
agency. HPRIL requested that the datasets be provided by ADHS via Pima County WIC as a
wide format CSV file and uploaded to a HIPAA/FERPA-secure Johns Hopkins University
OneDrive folder. While in possession of Pima County WIC, the de-identified client data sets
were securely stored in an encrypted drive on Pima County’s network, accessible only by the
33
Pima County WIC Program Manager, the WICBuzz Project Coordinator, and the Data
Analyst/Evaluator.
Results
Results of Process Evaluation
Implementation Fidelity
Implementation of the intervention was delayed relative to the initial timeline due to various
issues associated with intervention planning and preparation. Specifically, the innovation
implementation date changed from December 1, 2019, to March 1, 2020 - a “delay” of three
months.
While the strategy selected to maximize participation was to use the MIS database to identify
clients that provided a cell phone and gave permission to receive texts, a self-opt in option was
also developed. When a participant texts WICBuzz to 85511, they could opt themselves into the
program. The benefit of the self-opt in is that it contains triage questions that place the client into
the appropriate messaging group based on their answers to the questions. The self-opt in option
launched March 17, 2020.
The COVID-19 pandemic changed the priorities of the technology support team at the Arizona
Department of Health Services. The team was required to deploy their resources to reprogram
the HANDS MIS system to accommodate for USDA policy waivers enabling remote services.
The MIS baseline data pull was subsequently delayed relative to the initial schedule proposed by
HPRIL.
During the intervention period, the primary local evaluation activity that was planned was to
develop and implement both English and Spanish-language focus groups with WIC participants
that were receiving WICBuzz messages, and then to revise messages based on the feedback. The
pandemic, and the resulting need to socially distance, ultimately altered these plans. In order to
address the barrier, the HPRIL team designed an electronic survey that was distributed to
WICBuzz participants through text message. The survey was distributed in August 2020 and data
were analyzed by Pima County staff. The WICBuzz Team then met and discussed modifications
34
to be implemented based on the findings. After discussion, it was determined messaging would
continue as scheduled for the remainder of the WICBuzz intervention period. Additionally, based
on the survey findings, a modification was made to the time of day messages are delivered.
Responses indicated clients would prefer to receive a message early in the day (as well as
anytime”). The time of delivery of WICBuzz messaging was adjusted from 6:00pm to 10:00am
local time.
The pandemic also changed the way that Pima County WIC promoted the WICBuzz
intervention. Originally, the plans included promotional materials that WIC participants would
see and discuss when they came to their visits at the WIC clinic. The materials included posters,
staff T-shirts with WICBuzz logos and oven mitts with the WICBuzz logo and opt-in
information printed on it. By April 1, 2020, PCHD WIC clinics had moved WIC services from
in-person to remote service delivery. In order to address this challenge, Pima County WIC staff
members suggested creating WICBuzz promotional material that could be included in all
outgoing mail to WIC participants. Moving WIC services to a remote platform necessitated using
the US Postal Service to send out eWIC cards and other WIC materials. A mini WICBuzz
promotion poster was included in most mailings since of April 17, 2020. The WIC clinics were
still open for clients to pick up breast pumps or eWIC cards. When participants came to the
clinic, they received a WICBuzz promotional oven mitt.
In November 2020, the WICBuzz team created and delivered two ad hoc text messages. Initially,
the intention of using ad hoc messaging was to allow for the ability to let WIC participants know
about free and low-cost community events, particularly those targeted toward families with
young children and promoting healthy lifestyles. Since WICBuzz launched as the COVID-19
pandemic began in Arizona, most in-person community events were cancelled. The WICBuzz
participant survey conducted in August 2020 indicated that 38% of the respondents were
interested in receiving WICBuzz text messages with information about “community resources to
meet the needs of my family,” so the WICBuzz team decided to share free/low cost food
resources with clients via ad hoc messages. On November 18, 2020, a general message was sent
to participants with information about how to receive a free Thanksgiving turkey:
As we enter the holiday season, there is help here in Tucson. For more information on a
free Thanksgiving turkey click: https://www.facebook.com/events/1014363729062266/
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Text STOP to receive no more messages.On November 27, 2020, the WICBuzz
coordinator sent a message with information on rent assistance for those affected by
COVID-19.
Participant Engagement with the Tool
In March 2020, 5,851 families were enrolled in WICBuzz. On November 30, 2020, an additional
1,311 were added. At the end of the intervention (February 2021), taking into account attrition
due to client opt-outs and unrouteable messages, 5,271 (79% of those enrolled over the course of
the year) continued to receive WICBuzz messages.
Of those 5,851 welcome messages, 620 (11%) were in Spanish and 5,231 (89%) in English. All
those who received this initial welcome message. There were 68 “bounce backs” (1% ). As of
March 31, 2020, 78 clients (1% of those who received the welcome message) “opted out” of
receiving messages by replying “STOP” to the messaging service. The majority of these “opt
outs” (55%) occurred on the first day of the campaign. Three additional messages (one targeted
message specific to clients with 1-2 year olds, one specific to clients with infants, and one
specific to clients with children ages 2-5) were sent to clients during March and early April 2020.
Of the 1,311 new participants that received the welcome message on November 30, 2020
(second enrollment of clients into WICBuzz), 1,190 (91%) identified English as their primary
language and were opted into the English language groups, while 121 (9%) were opted into the
Spanish-language groups. Twenty participants (2%) immediately opted out.
36
Pima Figure 1. Number of opt-outs per month, March 2020 to February 2021
Mid-Project Client Survey
The WICBuzz Mid-Project Client Survey was designed to elicit feedback from Pima County
WIC clients who were enrolled in Pima County WIC’s “WICBuzz” text messaging campaign as
of mid-August 2020. The survey was drafted in English by the WICBuzz Project team and was
translated to Spanish by the Pima County Communications Department. The survey was
programmed on the Qualtrics platform to be accessed by clients via smartphone.
The survey went live on the morning of August 17, 2020, as the WICBuzz Project team sent a
text message containing the survey link to clients. The message was sent to 4,905 clients, 89% of
whom (n=4,353) received the English language message and survey. Eleven percent of clients
(n=552) received the Spanish language message and survey. A reminder message was sent on
September 3, 2020, as part of a planned WICBuzz message.
The survey was closed on September 21, 2020. There was a total of 230 valid responses (i.e.,
recorded surveys containing a valid response to at least one item), resulting in a response rate of
4.7%. Response rates varied by survey language, with 5.0% (n=218) of those who received the
English language survey responding, while 2.2% (n=12) of those who received the Spanish
language survey responded. Sixteen of the 246 survey responses that were received overall were
blank.
37
How helpful are the text messages you get from WIC?
Pima Figure 2. Message helpfulness by response selected, August 2020
Of those who answered the question (n=211), nearly two-thirds indicated that text messages they
get from WIC are ‘Extremely helpful’ (32.2%, n=68) or ‘Very helpful’ (31.3%, n=66), while
another 25% indicated that the text messages are ‘Helpful (25.1%, n=53). 11.3% of respondents
indicated that text messages from WIC are ’Slightly helpful’ (n=24), and none responded that
text messages are ‘Not at all helpful’.
How do you feel about how often you have been getting text messages from WIC?
Pima Figure 3. Respondent preferences about message frequency, August 2020
Of those who answered the question (n=204), more than three-quarters indicated that they ‘get
about the right amount of messages’ (76.5%, n=156). Another twenty percent (n=41) said that
they ‘would like more messages’ while 3.4% (n=7) said that they ‘get too many messages’.
38
How do you feel about how long the text messages from WIC are?
Pima Figure 4. Respondent preferences about message length, August 2020
Of those who answered the question (n=200), 80. %, (n=160) indicated that ‘messages are about
the right length’ Another eighteen percent (n=36) said that ‘longer messages would be okay’
while 2.0% (n=4) said that ‘the messages are too long’.
What is the best time of day for you to receive a text message from WIC?
Pima Figure 5. Respondent preferences about message timing, August 2020
Of those who answered the question (n=200), nearly half (49.5%, n=99) selected ‘Anytime’ as
the best time of day to receive a text message from WIC. More than one-quarter (27.0%, n=54)
selected ‘Morning’ as the best time, while 18.5% (n=37) selected ‘Afternoon’. Five percent
(n=10) indicated that ‘Evening’ is the best time.
Of those who responded to the question, “I want to get messages from WIC about… (select all
that apply)”, (n=192), the most popular desired message topics were ‘Reminders to schedule
appointments’ (84.9%, n=163) and ‘When my benefits are going to expire’ (74.0%, n=142).
More than half of respondents selected ‘Recipes I can try with WIC foods’ (59.9%, n=115) and
‘Raising a healthy eater’ (53.1%, n=102), and slightly less than half selected ‘Infant and child
behavior’ (46.9%, n=90) and ‘How to schedule WIC appointments’ (44.2%, n=85). More than
one-third chose ‘How long I can receive WIC benefits’ (38.0%, n=73) and ‘Community
39
resources to meet the needs of my family’ (37.5%, n=72), while slightly fewer chose ‘How to
use WIC foods’ (30.7%, n=59). Few selected ‘Prenatal nutrition’ (15.6%, n=30) or ‘How to use
my eWIC card’ (8.9%, n=17).
Pima Table 2. Proposed message topics selected by respondents (n=192), August 2020
Topic
n
%
Reminders to schedule appointments
163
84.9
When my benefits are going to
expire
142
74.0
Recipes I can try with WIC foods
115
59.9
Raising a healthy eater
102
53.1
Infant and child behavior
90
46.9
How to schedule WIC appointments
85
44.3
How long I can receive WIC benefits
73
38.0
Community resources to meet the
needs of my family
72
37.5
How to use WIC foods
59
30.7
Prenatal nutrition
30
15.6
How to use my eWIC card
17
8.9
While slightly more than one-third of respondents (35.4%, n=68) selected one to three message
topics, some selected as many as all 11 options, with 27.1% of respondents (n=52) selecting six
or more of the topics.
Of those who responded to the question, “What food challenges have you experienced during the
COVID-19 pandemic? (select all that apply)”, (n=188), 20.2% (n=38) selected ‘No challenges’.
Of those who selected at least one response option other than ‘No challenges’ (n=150), more
than half (51.3%, n=77) selected ‘I cannot order WIC foods online’. More than forty percent
40
selected ‘WIC does not allow curbside pickup’ (46.0%, n=69), ‘Food costs more now than it did
before the pandemic’ (42.7%, n=64), and/or ‘It is hard to find WIC foods in the grocery store’
(40.7%, n=61). More than a quarter selected ‘I do not want to go to the grocery store because I’m
afraid of exposing myself or my family to the virus’ (38.0%, n = 57), ‘It is hard for me to get
enough food for my family’ (30.0%, n=45), and/or ‘It is hard for me to get to the grocery store’
(26.0%, n=39). Few selected ‘My family does not like WIC foods’ (4.0%, n=6) or ‘I do not
know how to use WIC foods’ (1.3%, n=2).
Pima Table 3. Challenges reported by respondents who selected at least one response option
other than ‘No challenges’ (n=150), August 2020
Challenge
n
Percentage (%)
I cannot order WIC foods online
77
51.3
WIC does not allow curbside pick up
69
46.0
Food costs more now than it did before the pandemic
64
42.7
It is hard to find WIC foods in the grocery store
61
40.7
I do not want to go to the grocery store because I’m afraid
of exposing myself or my family to the virus
57
38.0
It is hard for me to get enough food for my family
45
30.0
It is hard for me to get to the grocery store
39
26.0
My family does not like WIC foods
6
4.0
I do not know how to use WIC foods
2
1.3
While more than half of those who reported at least one challenge selected one or two challenges
(52.7%, n=79), nearly one-third of these respondents (30.7%, n=46) selected four or more
challenges.
41
Would you like to be able to send a text message to WIC and get a response from staff?
Pima Figure 6. Respondent preferences about two-way texting functionality, August 2020
Of those who answered the question (n=184), the vast majority (84.2%, n=155) indicated that
they would like to be able to send a text message to WIC and get a response from staff.
Thirty-seven respondents provided comments in response to, Is there anything else that you
would like to share about the text messages you receive from WIC?”, ten of which were some
form of “No”. Of the remaining comments, ten were complimentary statements like “I like
getting text messages. It makes my life easier” and “I love the occasional reminders. It is
incredibly helpful to be reminded when benefits will expire.” Five commenters noted assistance
needs (“My baby needs formula”) or requested information about upcoming appointments (“I
would like to know when I need to schedule an appointment”). Two respondents noted that they
had received messages that were not aligned with the ages of their children (“Getting texts about
a baby trying solids when my son was already a year old seemed a bit odd to me”). Others made
various suggestions with regards to WIC benefits themselves (“It would be nice if I could use my
WIC card on self-serve registers”; “I would love it if we can order online or for curbside pickup
at a local store”).
Post-Implementation Staff Focus Group: The WICBuzz team held a focus group for Pima
County WIC staff on April 7th, 2021. Seven WIC staff, from a variety of clinics and with a
variety of job duties, participated in the focus group and provided feedback on their experience
with clients and the WICBuzz intervention. The local evaluator (Pima County staff person) asked
the staff about their experience over the last year at WIC, their thoughts about the WICBuzz
intervention, their opinions about the clients’ awareness of the intervention, the use of
technology in WIC, and WIC practices during the pandemic.
42
It was clear from the focus group that the COVID-19 pandemic played a big role in the WIC
program this past year. The pandemic led to changes in WIC services like remote services via
phone and the Zoom App, changes to the WIC food package, and other technological advances,
including an increase in text messaging to WIC clients. Since clients did not come to the office
during the 12-month WICBuzz intervention period, WIC staff did not play as large a role in
promoting WICBuzz as was originally intended. However, through the focus group we learned
that staff perceived that the WICBuzz messages did influence clients to renew their
certifications, call to schedule their next appointment, learn more about child development and
how to use their WIC foods.
“I’ve probably had one client who is relatively new just say that they had a lot of help
from specifically WICBuzz regarding I think it was their infant child they were breast-
feeding. So it was just general information regarding, I believe, the child’s next stage in
development, or just what to expect - how to breast feed and the changes that mom might
notice. And for her it was a game-changer it was something that she really appreciated.
But I think just a combination of all of the technology we’ve been using has maybe
opened the eyes for our current clients on just how resourceful WIC is, how good WIC is,
in the sense of just getting more education and not just food.” Pima County WIC staff
member
The focus group offered great ideas about how to forge better connections between WIC clients
and staff. They felt that if staff were more aware of the messages going out, they could reinforce
those messages in conversations with clients. Staff also showed interest in helping to develop the
messages and wanted to include topics like how to connect to the EzWIC app, the food list, the
Shopper’s Helpline and to provide additional ideas on how to use the WIC Foods.
Post-Implementation Client Survey: On June 3, 2021 the WICBuzz team sent out the post‐
implementation survey to 4,513 English and 577 Spanish‐speaking WICBuzz participants. The
team developed the survey in Qualtrics and sent it as a Bitly link in a WICBuzz message. A
reminder message was sent on June 10th and the survey closed June 18, 2021 at 11:59pm
Arizona Time.
43
Not only did Pima County WIC receive a larger response than anticipated, but additionally, the
survey responses came in faster than anticipated. Pima County WIC planned to keep the survey
open for one month in order to obtain representative sample of the population that received the
survey, with a target of 360 responses. However, with the rapid and voluminous response
received, the survey remained open for only two weeks. In all, the program received a total of
1,565 valid responses. Of those 1,368 were English (a 30% response rate) and 197 were Spanish
(a 34% response rate).
Pima Figure 7. Respondents by WIC client category, June 2021
Responses were analyzed overall (“all”), by survey language (English or Spanish), and by WIC
client category. Some respondent client category groupings were subsequently merged based on
breastfeeding status: Those who reported participating in one or more of the parent or infant
exclusively or partially nursing client categories (darker orange shaded bars in the graphics
above and below) were grouped as ‘Parent/infant nursing’ (n=204), while those who reported
participating in the parent postpartum and/or infant formula fed client categories (lighter orange
shaded bars) were grouped as ‘Postpartum parent/infant formula fed’ (n=295). Remaining client
categories (blue shaded bars) were not combined.
44
Pima Figure 8. Respondents by merged client category, June 2021
Pima Figure 9. Respondents reporting they learned something new from WICBuzz text messages,
June 2021
45
Responses to: “Do you feel you learned something new about how to understand and use
your WIC food benefits from the WICBuzz text messages?
Of the 1,565 respondents, 1,523 (97%) provided a valid response to the follow‐up question “If
‘Yes’, can you share one or more things you learned?” Among these:
• Seven percent (n=110) specifically referred to ‘fruits’, ‘vegetables’, or ‘veggies’,
including 47 respondents (3%) who remarked on the change in value (to $35) of fruit and
vegetable benefits:
It helped me learn about fruits and vegetables
How to maximize my coupons for fruits at the store
I was notified that my benefits would include more veggies
The $35 increase in fruits and veggies during the summer
• Seven percent (n=103) mentioned ‘recipes’ or learning to ‘cook’, ‘make’, or ‘prepare’
foods:
Products I can use and recipes to make
How to make fun food for kids
It gives me ideas on what to make that is healthy and yummy.
Other ways to make snacks for my kids. (they love them)
• Six percent (n=96) noted learning about ‘updates’ or ‘increases’:
I like that I received updates and didn
t have to search an email or the
website.
Where WIC is allowed, updates on benefits
I learned new benefit updates for my child.
It keeps me updated.
• Five percent (n=74) mentioned ‘health’, ‘healthy’, or ‘healthier’:
I
ve learned what specific foods are healthy for my children.
How to make more meals that are healthy
Healthy recipes and information on the properties that some of the foods we
use have
I love the healthy eating tips.
46
• Five percent (n=71) referenced getting information about the WIC ‘app’ to ‘scan’ or
‘search’:
I
ve learned how to search food items on the app.
I love the app and the lists of what I can and cannot buy.
How to search for products by using the UPC code
Helps remind me to check the app for my balance
Other commonly expressed ideas included relying on the messages for ‘information’ or ‘info’
(n=61), learning about benefit eligibility at ‘farmer’s markets’ (n=57), and being reminded of
‘appointments’ (n=27).
Responses to: “Do you feel you learned something new about healthy lifestyles for you or
your children from the WICBuzz text messages?
Of the 1,565 respondents, 1,523 (97%) provided a valid response to the follow‐up question “If
‘Yes’, can you share one or more things you learned?” While many offered general statements
about choosing, purchasing, and preparing ‘healthy’ or ‘healthier’ foods, others provided more
specific insights. Among these:
• Some respondents (n=144) specifically referred to ‘fruits’, ‘vegetables’, or ‘veggies’:
The importance of certain vegetables for our body
Which fruits and veggies are good for what
Different fruits and vegetables I can start giving my baby
How to add more vegetables to my child
s diet
Others (n=71) mentioned ‘nutrition’ or referenced specific nutritional terms like
‘calcium’, ‘dairy’, ‘protein’, or ‘vitamins’, among others:
How products differ and how important nutrition is
I
ve learned new information about the different vitamins and minerals in
certain veggies.
The nutritional properties of foods and how to combine to obtain a balanced
diet”
To not give so much juice to kids even though it as fruit it contains sugar
47
In some instances, multiple respondents alluded to topics addressed by specific WICBuzz
messages:
MESSAGE: “Feeling like a treat ‐ Make smoothies at home with WIC approved yogurt
and fruit. https://www.azhealthzone.org/recipes/strawberry‐yogurt‐shake”
I have learned how to make smoothies.
I received a text about purchasing frozen fruit and it really served more as a
reminder but my kids and I have been
making smoothies and popsicles with the frozen fruit
Yes new ways to sneak in fruits in smoothies
MESSAGE: “Did you know broccoli builds bones? Leafy green vegetables like broccoli,
spinach and kale contain lots of calcium.”
I learned kale was a very good food to eat with its many side benefits.
Ive learned that kale is a good source of calcium, fiber and protein.
I love the reminders to get my family leafy greens!
MESSAGE: “Don’t miss out on these superfoods from WIC! Berries, green leafy
veggies, avocados, sweet potatoes, eggs and beans are just a few SUPERFOODS that are
WIC approved.”
I learned more about superfoods.
The message about super foods made me more knowledgeable.
Yes. Superfoods!
Other commonly expressed ideas included ‘facts’ or ‘information’ (n=32), ‘balance’ (n=24), and
‘exercise’ or ‘activities’ (n=15).
48
Pima Figure 10. Respondent answers on helpfulness of text messages from WIC, June 2021
Pima Figure 11. Respondent knowledge of age through which a child can participate on WIC,
June 2021
49
Pima Figure 12. Respondents reporting the number of specific actions, of six choices provided,
that WICBuzz text messages encouraged them to take, June 2021
50
Pima Figure 13. Respondents reporting that receiving WICBuzz messages encouraged them to
take specific actions, June 2021
51
Pima Figure 14. Actions respondents reported taking in the past year with encouragement from
WICBuzz messages, and preferences for future message content, June 2021
52
Results Using Vendor Data
Over the course of the one-year Project period, Pima County WIC sent a total of 153,799
WICBuzz messages:
Pima Table 4. Number of messages sent, by quarter
Initially, in March of 2020 5,851 families were enrolled in WICBuzz. On November 30, 2020, an
additional 1,311 were added. At the end of the intervention period, taking into account attrition,
5,271 (79% of those enrolled over the course of the year) remained enrolled.
In terms of engagement with messages, ad hoc messages directed recipients to community
resources, such as the two messages in November 2020 displayed in the graphic below, resulted
in more clicks on the embedded links, than to WIC program or food-related links sent in
previous WICBuzz messages:
Pima Figure 15. Messages sent and message clicks, April November 2020
QUARTER
NUMBER OF
MESSAGES SENT
FY 2020 Q2
17,735
FY 2020 Q3
32,396
FY 2020 Q4
37,194
FY 2021 Q1
39,622
FY 2021 Q2
26,852
TOTAL
153,799
4,528
4,556
1,576
2,116
4,777
1,631
1,409
1,391
2,215
1,435
1,755
2,311
1,466
5,623
689
720
0
59
112
55
30
28
44
37
76
138
73
180
November 27
October 23
October 1
August 13
June 18
May 28
April 17
Number of recipients
Number of clicks
2020
53
Results of long-term outcome evaluation:
HPRIL Table 2. Demographic Characteristics of Children 0-3 at Pima County WIC and Pinal County
WIC at baseline (T1) and implementation (T2). Statistically significant differences by group are in bold.
Baseline (T1)
Implementation (T2)
Pima
(n=7,452)
%
Pinal
(n=6,780)
%
Pima
(n=5,004)
%
Pinal
(n=4,599)
%
Category at start of
IBE
4.8
4.9
5
5.1
period
IBP
7.8
5.2
7.6
4.8
IFF
26.5
23.2
21.4
21.6
C1
24.0
23.9
31.3
31.2
C2
20.4
22.0
19.8
20.6
C3
16.6
20.0
14.9
16.6
Number of WIC
One
32.1
29.8
34.6
30.5
participants
Two
36.2
34.0
35.7
33.9
Three or more
31.7
36.2
29.8
35.6
Race/ethnicity
a
American Indian or Alaska Native
4.2
3.9
3.9
4.2
Asian
2.4
0.9
2.3
1
Black or African American
14.1
10.3
15
10.7
Native Hawaiian or Other
Pacific Islander
1.5
1.0
1.3
1.3
White
85.7
90.6
85.8
89.8
Hispanic
67.9
52.0
68.7
54
Enrolled
TANF
0.7
0.7
1.3
0.9
SNAP
28.0
23.8
33.5
29.4
Medicaid
47.9
48.7
60.4
61.5
Primary language
other than English
85.1
92.6
85.7
92.5
Ever breastfed
Yes
78.1
70.5
77.7
66
No
21.9
29.5
22.3
34
Household size
0-4
61.9
52.1
35.6
47.1
Greater than or equal to 5
38.1
47.9
64.3
52.9
Telephone
1.8
2.7
1.2
2.1
Mobile
97.9
98.1
98.5
98.9
Do not text
0.1
0.2
0
0.2
Do not call
0.2
0.3
0.1
0.2
a
Participants can respond to more than one category so the total percentage may be greater than 100.
54
Overall, the participants in the comparison and innovation groups were similar for most
demographic characteristics at baseline (T1) and implementation (T2) and over time (HPRIL
Table 1). Although there were statistically significant differences in many characteristics
between groups during both time periods, there did not appear to be many clinically important
differences. On the other hand, there were potentially important differences by race or ethnicity
and primary language spoken in the household.
Pima County had fewer Hispanic participants at both T1 and T2 (52% at T1 and 54% at T2) than
Pinal County (68% at T1 and 69% at T2), fewer participants with a household language other
than English (85% at T1 and 86% at T2) than Pinal County (93% at T1 and 93% at T2), fewer
participants that live in a household with greater than or equal to five people (38% at T1 and
36% at T2) than Pinal County (48% at T1 and 47% at T2), and a greater proportion of
participants who have been ever breastfed (78% at T1 and T2) than Pinal County (70% at T1 and
66% at T2).
There were very few notable differences in participant characteristics in each group over time.
One notable difference was in SNAP participation: At T1, 28% of Pima County participants and
24% of Pinal County participants also participated in SNAP, while at T2, 34% of Pima County
WIC and 29% of Pinal County WIC were SNAP participants.
Recertification
While the crude, unweighted proportion of infants and children recertified in Pima was lower
than in Pinal during T1 (55.8% and 59.6%, respectively), the proportions recertified during T2
were significantly higher in Pima (66.0% and 62.9%, respectively) (HPRIL Figure 1). This was
also true when studying children. However, for infants, the difference between the recertification
rates between Pima and Pinal County was not significant. For sample sizes of these groups,
please see Appendix: HPRIL Table A.1.
55
HPRIL Figure 1. Proportion recertified (crude, unweighted) at baseline (T1) and
implementation (T2) overall, for infants, and for children at Pima and Pinal Counties. *p< 0.05.
Timeliness of Recertification
The median number of days between the end of the prior certification and recertification date
during the baseline period (T1) was 50 (IQR 22, 111) for Pima County and 38 (IQR 17, 91) for
Pinal County. In Pima County, median days ranged from 37 among C1s to 209 among IBPs; in
Pinal County, median number of days ranged from 40.5 among IBEs to 239 among IBPs (HPRIL
Figure 2). Of the children with a recertification date at Pima County (n=5,020) and Pinal County
(n=4,675), 43.3% and 47.4% were “timely” (i.e., less than or equal to 60 days after the end of
their last certification period), respectively.
59.6
62.9
56.5
63.3
61.1
62.7
55.8
66.0
52.3
61.4
58.0
68.3
0
10
20
30
40
50
60
70
80
90
100
T1 T2 T1 T2 T1 T2
Overall Infants Children
Pinal Pima
*
*
*
*
*
56
HPRIL Figure 2. Number of days between end of certification and recertification by participant
category at Pima and Pinal Counties during baseline (T1) (truncated at 100 days)
The median number of days between the end of the prior certification and recertification date
during the implementation period (T2) was 50 (IQR 22, 111) for Pima County and 38 (IQR 17,
91) for Pinal County. In Pima County, median number of days ranged from 25 among IFFs to
171 among IBPs; in Pinal County, median number of days ranged from 22 among IBEs to 115
among IBPs (HPRIL Figure 3). 56.4% of recertifications at Pima County during implementation
were “timely” (i.e., less than 60 days after the end of the last certification period), while 64.1%
of recertifications at Pinal County were timely.
57
HPRIL Figure 3. Number of days between end of certification and recertification by participant
category at Pima and Pinal Counties at implementation (T2) (truncated at 100 days)
The crude, unweighted proportion of participants who were timely recertified was significantly
lower in Pima than Pinal during T1 and T2 overall (48.5% vs. 52.8% at T1 and 59.5% vs. 66.2%
at T2) and for infants (47.8% vs. 52.1% at T1 and 68.4% vs. 74.8% at T2) and children (48.9%
vs. 53.1% at T1 and 55.5% vs. 62.3% at T2) (HPRIL Figure 4).
HPRIL Figure 4. Proportion timely recertified (crude, unweighted) at baseline (T1) and
implementation (T2) overall, for infants, and for children at Pima and Pinal. *p< 0.05.
52.8
66.2
52.1
74.8
53.1
62.3
48.5
59.5
47.8
68.4
48.9
55.5
0
10
20
30
40
50
60
70
80
90
100
T1 T2 T1 T2 T1 T2
Overall Infants Children
Pinal Pima
*
*
*
*
*
*
58
Retention
The crude, unweighted proportion of participants who were retained was significantly lower in
Pima than Pinal during T1 overall and for infants and children (HPRIL Figure 4). At T2, the
percent of participants retained was significantly higher in Pima County than Pinal County
overall (66.4% vs. 63.4%, respectively) and for children (69.9% vs. 65.2%, respectively) but not
for infants.
HPRIL Figure 4. Proportion retained (crude, unweighted) at baseline (T1) and implementation
(T2) overall, for infants, and for children. *p< 0.05.
Participation (i.e., benefit issuance)
The median number of months of benefit issuance for all participants at Pima and Pinal during
T1 was 9 (out of 12) (IQR 4, 12) (HPRIL Table 3). During T2, the median number of months of
benefit issuance was 11 for Pima (IQR 7, 12) and 10 for Pinal (IQR 5, 12). The average
percentage of the cohort issued benefits throughout the year was higher in T2 (76.2% in Pima
and 70.7% in Pinal) than T1 (62.9% in Pima and 64.6% in Pinal).
HPRIL Table 3. Benefit Issuance in Pima and Pinal Counties during Baseline and
Implementation Periods
Agency/Group
Baseline (T1)
Implementation (T2)
Pima
Pinal
Pima
Pinal
Months of benefit issuance (median,
IQR)
9 (4, 12)
9 (4, 12)
11 (7, 12)
10 (5, 12)
Percent of cohort issued benefits (%)
62.9
64.6
76.2
70.7
60.7
63.4
55.9
59.3
63.2
65.2
56.9
66.4
51.6
59.5
60.3
69.9
0
10
20
30
40
50
60
70
80
90
100
T1 T2 T1 T2 T1 T2
Overall Infants Children
Pinal Pima
*
*
*
*
*
59
The crude, unweighted proportion of the samples that had continuous rates of benefit issuance
(11-12 months) was significantly higher in Pinal than Pima during T1 overall and for infants and
children (HPRIL Figure 6). Conversely, during T2 participants in Pima County had significantly
higher rates of benefit issuance than Pinal County overall (55.9% and 49.0%, respectively), for
infants (50.4% and 46.8%, respectively), and for children (58.8% and 50.1%, respectively).
HPRIL Figure 6. Proportion with 11-12 months of benefit issuance (crude, unweighted) at
baseline (T1) and implementation (T2) overall, for infants, and for children. *p< 0.05.
Adjusting for differences between the cohorts
The greatest differences in characteristics between the Pima County cohorts at T1 and T2 were
Medicaid participation, SNAP participation, and being a category C1 (absolute standardized
differences of 0.26, 0.13, and 0.17, respectively) (HPRIL Figure 7). The absolute standardized
difference mean across all characteristics was 0.05. After propensity score weighting, these
absolute standardized differences were all reduced to below 0.05. The absolute standardized
difference mean after weighting was 0.009. For ASDs for infants and children separately, please
see Appendix: HPRIL Table A.2.
40.0
49.0
39.5
46.8
40.2
50.1
36.4
55.9
37.2
50.4
35.9
58.8
0
10
20
30
40
50
60
70
80
90
100
T1 T2 T1 T2 T1 T2
Overall Infants Children
Pinal Pima
*
*
*
*
*
*
60
HPRIL Figure 7. Absolute Standardized Differences in Characteristics (unweighted and
weighted) at T1 vs. T2 in Pima County Overall
The greatest differences in characteristics between Pima County and Pinal County at T1 were
household size greater than or equal to five (ASD 0.20), being White (ASD 0.32), and being
Hispanic (ASD 0.23) (HPRIL Figure 8). The absolute standardized difference mean across all
characteristics was 0.09. After propensity score weighting, these absolute standardized
differences were all reduced to below 0.05. The absolute standardized difference mean after
weighting was 0.01. For ASDs for infants and children separately, please see Appendix: HPRIL
Household size greater than 5
Number of WIC participants in
the HH >/=2
Race: American Indian/
Alaskan Native
Race: Asian
Race: Black
Race: Native Hawaiian/Pacific
Islander
Race: White
Hispanic
Multiracial
Need for a translator
Participate in TANF
Participate in SNAP
Participate in Medicaid
Ever breastfed
Has a telephone
Has a mobile phone
Do not text
Do not call
Infant
Category C1
Category C2
Mean Difference
-0.2000 0.0000 0.2000 0.4000 0.6000 0.8000
Absolute standardized difference (ASD)
Unweighted ASD
Weighted ASD
61
Table A.2.
HPRIL Figure 8. Absolute Standardized Differences in Characteristics (unweighted and
weighted) at T1 at Pima County vs. T1 at Pinal County overall: Infants and Children
The greatest differences in characteristics between Pima County at T1 and Pinal County at T2
were household size greater than or equal to five (ASD 0.18), being White (ASD 0.28), being
Hispanic (ASD 0.23), participating in Medicaid (ASD 0.28), and being ever breastfed (ASD
0.27) (HPRIL Figure 9). The absolute standardized difference mean across all characteristics was
0.11. After propensity score weighting, these absolute standardized differences were all reduced
to below 0.05. The absolute standardized difference mean after weighting was 0.01. For ASDs
for infants and children separately, please see Appendix: HPRIL Table A.2.
Household size greater than 5
Number of WIC participants
in the HH >/=2
Race: American Indian/
Alaskan Native
Race: Asian
Race: Black
Race: Native Hawaiian/Pacific
Islander
Race: White
Hispanic
Multiracial
Need for a translator
Participate in TANF
Participate in SNAP
Participate in Medicaid
Ever breastfed
Has a telephone
Has a mobile phone
Do not text
Do not call
Infant
Category C1
Category C2
Mean Difference
-0.2000 0.0000 0.2000 0.4000 0.6000 0.8000
Absolute standardized difference (ASD)
Unweighted ASD
Weighted ASD
62
HPRIL Figure 9. Absolute Standardized Differences in Characteristics (unweighted and
weighted) at T1 at Pima County vs. T2 at Pinal County overall: Infants and Children
Outcome analysis after weighting
Using the unweighted data and a crude (unadjusted) analysis, being at Pima County was
associated with a 6.8% increase in recertification overall, a 2.3% increase in infants, and an 8.7%
increase in children (all statistically significant) (HPRIL Figure 10). Using the weighted data
and two adjusted analysis techniques, being at Pima County was associated with a 6.7-8.3%
increase in recertification overall, a 4.7-5.1% increase in recertification among infants, and a 7.6-
7.9% increase in recertification among children (all statistically significant). For the beta
Household size greater than
5
Number of WIC participants
in the HH >/=2
Race: American Indian/
Alaskan Native
Race: Asian
Race: Black
Race: Native Hawaiian/Pacific
Islander
Race: White
Hispanic
Multiracial
Need for a translator
Participate in TANF
Participate in SNAP
Participate in Medicaid
Ever breastfed
Has a telephone
Has a mobile phone
Do not text
Do not call
Infant
Category C1
Category C2
Mean Difference
-0.2000 0.0000 0.2000 0.4000 0.6000 0.8000
Absolute standardized difference (ASD)
Unweighted ASD
Weighted ASD
63
coefficients and 95% confidence intervals, see HPRIL Table 4. For the sample sizes of each of
these groups, see Appendix HPRIL Table A.3.
HPRIL Figure 10. Percentage point differences in recertification between Pima and Pinal
Counties overall, for infants, and for children using three models: Crude (unweighted) and two
weighting analysis techniques: A1: PSW-DID using logit for propensity score weighting (PSW)
and ordinary least squares (OLS) for DID; A2: PSM-DID using Kernel for propensity score
matching (PSM) and probit for DID with repeated cross-sectional option. *p< 0.05.
Using the unweighted data and a crude (unadjusted) analysis, being at Pima County was not
associated with any statistically significant differences (HPRIL Figure 11). Using the weighted
data and two adjusted analysis techniques, being at Pima County was only associated with one
statistically significant difference in timely recertification: A 5.8% decrease among infants using
the adjusted model 2 (A2). For the beta coefficients and 95% confidence intervals, see HPRIL
Table 4. For the sample sizes of each of these groups, see Appendix HPRIL Table A.3.
6.8
6.7
8.3
2.3
5.1
4.7
8.7
7.6
7.9
-7.0
-2.0
3.0
8.0
13.0
Crude A1‡ A2‡ Crude A1 A2 Crude A1 A2
Overall Infants Children
Difference in Differences
*
*
*
*
*
*
* *
64
HPRIL Figure 11. Percentage point differences in timely recertification between Pima and Pinal
Counties overall, for infants, and for children using three models: Crude (unweighted) and two
weighting analysis techniques: A1: PSW-DID using logit for propensity score weighting (PSW)
and ordinary least squares (OLS) for DID; A2: PSM-DID using Kernel for propensity score
matching (PSM) and probit for DID with repeated cross-sectional option. *p< 0.05.
Using the unweighted data and a crude (unadjusted) analysis, being at Pima County was
associated with a 6.8% increase in retention overall, a 4.5% increase in infants, and a 7.6%
increase in children (all statistically significant) (HPRIL Figure 12). Using the weighted data and
two adjusted analysis techniques, being at the innovation clinics was associated with a 7.4-8.6%
increase in retention overall, an 8.1-8.7% increase in retention among infants, and a 6.1-7.2%
increase in retention among children (all statistically significant). For the beta coefficients and
95% confidence intervals, see HPRIL Table 4. For the sample sizes of each of these groups, see
Appendix HPRIL Table A.3.
-2.4
-3.2
-2.9
-2.1
-5.9
-5.8
-2.6
-2.4
-2.8
-7.0
-2.0
3.0
8.0
13.0
Crude A1 A2 Crude A1 A2 Crude A1 A2
Overall Infants Children
Difference in Differences
*
65
HPRIL Figure 12. Percentage point differences in retention between Pima and Pinal Counties
overall, for infants, and for children using three models: Crude (unweighted) and two weighting
analysis techniques: A1: PSW-DID using logit for propensity score weighting (PSW) and
ordinary least squares (OLS) for DID; A2: PSM-DID using Kernel for propensity score
matching (PSM) and probit for DID with repeated cross-sectional option. *p< 0.05.
Using the unweighted data and a crude (unadjusted) analysis, being at Pima County was
associated with a 10.5% increase in continuous benefit issuance overall, a 6.0% increase in
continuous benefit issuance in infants, and a 13.0% increase in continuous benefit issuance in
children (all statistically significant) (HPRIL Figure 13). Using the weighted data and two
adjusted analysis techniques, being at Pima County was associated with a 9.7-11.1% increase in
continuous benefit issuance overall, a 6.2-6.9% increase in continuous benefit issuance among
infants, and an 11.3-12.6% increase in continuous benefit issuance among children (all
statistically significant). For the beta coefficients and 95% confidence intervals, see HPRIL
Table 4. For the sample sizes of each of these groups, see Appendix HPRIL Table A.3.
6.8
7.4
8.6
4.5
8.7
8.1
7.6
6.1
7.2
-7.0
-2.0
3.0
8.0
13.0
Crude A1 A2 Crude A1 A2 Crude A1 A2
Overall Infants Children
Difference in Differences
*
*
*
*
*
*
*
*
*
66
HPRIL Figure 13. Percentage point differences in continuous benefit issuance between Pima and Pinal Counties
overall, for infants, and for children using three models: Crude (unweighted) and two weighting analysis
techniques: A1: PSW-DID using logit for propensity score weighting (PSW) and ordinary least squares (OLS) for
DID; A2: PSM-DID using Kernel for propensity score matching (PSM) and probit for DID with repeated cross-
sectional option. *p< 0.05.
HPRIL Table 4. Difference-in-Difference Weighted Results for Recertification, Timely Recertification,
Retention, and Benefit Issuance Using Crude and Three Adjusted Models Overall and for Infants and
Children
Overall
Infants
Children
Beta
95% CI
beta
95% CI
beta
95% CI
Recertification (crude,
weighted)
0.068
0.043
0.094
0.023
-0.021
0.067
0.087
0.056
0.118
Timely recertification
(crude, unweighted)
-0.024
-0.057
0.0097
-0.021
-0.078
0.0361
-0.026
-0.066
0.0152
Retention (crude,
unweighted)
0.068
0.043
0.093
0.045
0.001
0.089
0.076
0.045
0.107
Benefit issuance (crude,
unweighted)
0.105
0.079
0.130
0.060
0.016
0.104
0.130
0.098
0.161
Recertification
Model A1
0.067
0.040
0.094
0.051
0.003
0.100
0.076
0.046
0.107
Model A2
0.083
0.0575
0.1085
0.047
0.0039
0.0901
0.079
0.0476
0.1104
Timely recertification
Model A1
-0.032
-0.071
0.008
-0.059
-0.122
0.005
-0.024
-0.074
0.027
Model A2
-0.029
-0.062
0.004
-0.058
-0.115
-0.001
-0.028
-0.069
0.013
Retention
Model A1
0.074
0.047
0.101
0.087
0.039
0.135
0.061
0.030
0.093
Model A2
0.086
0.0605
0.1115
0.081
0.0359
0.1261
0.072
0.0406
0.1034
Benefit issuance
Model A1
0.097
0.069
0.125
0.069
0.021
0.117
0.113
0.078
0.147
Model A2
0.111
0.0855
0.1365
0.062
0.0189
0.1051
0.126
0.0946
0.1574
10.5
9.7
11.1
6.0
6.9
6.2
13.0
11.3
12.6
-7.0
-2.0
3.0
8.0
13.0
Crude A1 A2 Crude A1 A2 Crude A1 A2
Overall Infants Children
Difference in Differences
*
*
*
*
*
*
*
*
*
67
Discussion
Overall, the results suggest that WICBuzz positively affected recertification and retention of
children in WIC as well as continuous benefit issuance. When examining the proportion of those
timely recertified, the results, were non-significant. In general, the results were stronger for
children than for infants in stratified analyses.
The positive impact of WICBuzz was consistently observed in crude DID analyses as well as in
two different adjusted models. Although there were differences in participant characteristics
between groups and over time, and we were able to successfully balance these differences
through weighting these adjustments only minimally affected the estimated effects of the
innovation.
The internal validity of the analysis also depends on whether there were operational differences
between the clinics over time. The implementation period occurred during the COVID-19
pandemic, and WIC operations across the United States transitioned to virtual appointments by
phone. Differences in clinic operations and staffing during the implementation period were likely
because of COVID-19. Conversations with the Pinal County WIC leadership may provide
insights on potential differences, but there are no known differences in operations that would
bias the results presented here.
Survey results help to clarify the impact evaluation results. Of those who responded to the mid-
implementation client survey (n=230, a 5% response rate), the overall sentiment with regards to
current text messaging from WIC, including message helpfulness, length, and frequency, was
positive. The nature of the responses was likely due in part to the survey sample, which
encouraged responses from WICBuzz participants who view the campaign more positively than
those who did not (or could not) receive the survey.
When asked broadly about the text messages they receive from WIC, respondents often alluded
to content that was not a part of the WICBuzz campaign, such as appointment and benefit
expiration reminders. Understanding that respondents view ‘text messages from WIC’ as a
combination of WICBuzz messages and messages from other sources like the Arizona
Department of Health Services (ADHS) highlights a potential opportunity to promote the
branding of WICBuzz in order to differentiate this campaign from other outreach activities.
68
Identifying the topics that respondents are interested in receiving messages about, on the other
hand, can assist WICBuzz managers to plan future WICBuzz content in a way that is
complementary to, rather than competitive with, other channels, like ADHS and the WIC-related
application (EZWIC app) used in Arizona. For instance, while reminders to schedule
appointments might be accomplished through EZWIC, awareness of the app and its purposes
could potentially be promoted through combined state-level messaging and localized WICBuzz
outreach.
Responses also yield insight into the unique challenges that WIC participants in Pima County
have encountered during the pandemic. 80% of respondents selected at least one of the
challenges listed as response options, with one-third of these respondents selecting four or more
challenges. While many of these pandemic-specific challenges are the result of federal or state
policy and cannot be addressed entirely by a text messaging campaign, these responses provide
WICBuzz managers with a sense of the appropriateness of the message content originally
developed (prior to the pandemic) for the full course of the one-year campaign. Beyond
reconsidering content for planned messages, managers might also use these findings to propose
policy recommendations to state or federal officials in order to address pandemic-specific issues
facing WIC populations locally and across the country.
Finally, survey responses can provide WICBuzz managers with ideas for how the text messaging
platform might be useful beyond preprogrammed messaging. Eighty-four percent of valid
responses (155 of 184) indicated that the respondent would like to be able to send a text and
receive a response from staff. While one Pima County WIC staff member has been responding to
inquiries received via text in response to WICBuzz messages, the overwhelmingly positive
response to this item allows WICBuzz managers to anticipate the increased workload that would
likely accompany any movement to actively promote communication via text message between
WIC participants and staff through the WICBuzz platform. In this case, adequate logistical
preparation for such a potential expansion would require additional staff time and training and
consequential, funding in order to accommodate the anticipated influx of incoming messages
from participants.
69
Of those who responded to the post-implementation client survey, message recipients reported
that WICBuzz text messages added value to the WIC client experience. This was marked by
overwhelmingly positive responses to questions about changes in knowledge of WIC services
and eligibility, ways to maximize benefits, and nutrition education. The Pima County WICBuzz
team interprets these responses, in conjunction with low levels of clients opting out of receiving
the WICBuzz messages, to reflect acceptability of this type of messaging campaign among WIC
clients who had previously indicated that they would like to receive text messages from WIC
(i.e., a majority of WIC clients).
Further, respondents were able to reinforce responses to closed-ended questions by providing
descriptive answers to the survey’s open-ended questions that reflected examples of specific
knowledge gained and self-reported behavior change. Some responses to open-ended questions
even referenced specific message content, such as certain foods and/or recipes featured in
WICBuzz messages, which can be interpreted as demonstrating recipient retention of content
from the WICBuzz text message campaign itself.
Limitations
Message development needs to be ongoing. While the WICBuzz team started with 200
potential messages, we selected a finite number to send through the various levels of approval
required to use them for this intervention, including approval by the USDA. The process took
several months to complete. The WICBuzz team did not have much flexibility in changing the
message content during the intervention. Continuing with the intervention beyond the 12 months
also proved difficult due to the need for additional messages so that parents/guardians would
continue to receive unique messages.
Changing WICBuzz client category in the EMS Texting Platform. One challenge of using
the texting platform was that children were entered into a particular group, based on their age, at
the beginning of the intervention. If an infant turned age 1 seven months into the intervention
their parent/guardian would continue to receive the infant messages for the remainder of the
intervention. There was not a means in the system to automatically move a child from one age
group to another. In order to make the move, the WICBuzz manager would have to ‘Opt out’ the
child from one group and ‘Opt in’ to the next age group.
70
Low response rate to mid-Project client survey. The response rate to the mid-Project survey
was lower than the target response rate, meaning that survey findings are not generalizable to the
overall population of Pima County WIC clients who receive WICBuzz text messages. Further,
the low response rate to the Spanish language survey means that responses from the client sub-
population that received this version of the survey cannot be meaningfully compared to the sub-
population that received the English language version.
Potential sampling bias of surveys due to distribution channel. The link to the online-only
mid-Project and post-implementation client surveys were distributed via text message only. As a
result, WICBuzz participants with cell phones without internet access would likely not have been
able to open the survey link. The number and proportion of WICBuzz participants without
smartphone access is unknown, but this sub-population may differ from the client population
with smartphone access with regards to income level and other factors that are relevant to the
goals of the WICBuzz campaign.
Additionally, these samples contained only those who had not opted out of the WICBuzz
campaign. As a result, findings do not include the perspectives of the proportion of the initial
cohort of WICBuzz participants who opted out of the campaign or otherwise stopped receiving
WICBuzz campaign text messages due to inactive phone numbers. Excluding those who opted
out of the campaign from these samples potentially skews the overall tenor of responses in a
direction favorable to the campaign by omitting the voices of those who chose to no longer
participate in it.
Breadth of survey item focus. Mid-Project client survey items were designed to inquire about
WICBuzz participant feedback on any text messages they receive from WIC, including both
Pima County WIC and the Arizona Department of Health Services (ADHS), rather than being
focused exclusively on WICBuzz messages. This design decision was made due to concerns that
some participants might not: 1) associate WICBuzz text messages with the branded WICBuzz
campaign; or 2) be able to differentiate meaningfully between WICBuzz and non-WICBuzz text
messages from WIC in responding to the survey items. As a result, responses cannot be
interpreted as being solely reflective of respondent feedback on WICBuzz alone, but on the
combined set of text messages they receive from WIC.
Lessons Learned
71
Despite the limitations disused above, the WICBuzz team learned that texting with WIC clients
is a highly effective means of communication and that there is a great demand for two-way
texting. Initially there was concern that clients may become disinterested in the intervention if
texts were too long or too frequent, but client feedback indicated that participant tolerance for
length and frequency of message was higher than anticipated.
Future Implications
Scalability. Developing and managing a drip marketing campaign, like WICBuzz is relatively
low cost and manageable within the context and staffing levels of a medium to large-sized WIC
clinic. An intervention, such as this one, would likely be even more effective when run from a
State WIC office, as the cost of this intervention is scaled to the number of texts sent, with the
price per individual text sent is cheaper for the larger packages. Running this intervention from a
regional office could be effective, but the State level might be ideal so that messages could be
tailored to the population being served, taking into account language needs, regional foods and
culture.
Data collection. Future data collection efforts targeting WIC participants in Pima County should
mitigate sampling challenges by continuing to offer incentives for participation and investing in
outreach to increase participation among sub-populations of interest, such as non-English
speakers and those who choose to opt out of campaigns like WICBuzz. Subsequent data
collection efforts should be directed to answer more nuanced research questions regarding
participant (and non-participant) perceptions of the WICBuzz campaign than these broad surveys
were equipped to explore.
Plans for sustainability
The Pima County Health Department WIC program has continued the WICBuzz intervention. At
this point in time, however, there is a need to develop additional messages that are unique and
relevant to the population being served. The WICBuzz Team will share results of the
intervention with the Arizona WIC State office and discuss the possibility of scaling the
intervention to all WIC participants in Arizona. The WICBuzz Team would also be interested in
continuing to work with the HRPIL team to pilot WICBuzz either in other areas of the State of
Arizona or other WIC agencies throughout the United States.
72
Recommendations
The PCHD WICBuzz team recommends that the final report be shared with other WIC agencies.
This final report can be used as a how-to guide to start a similar intervention at other WIC
clinics. The WICBuzz team also recommends creating a digital space for a repository of
messages that can be used by WIC programs in their implementation of this program or others
like it. Taking into account the particular language and culture of an area is important, and not
all messages will resonate with all populations, but many messages have general appeal to
parents and guardians.
Appendix
a. Logic Model
b. Active Listening in Workplace Situations Handout
c. Messages by Category and Outcome
d. Messages by Category and Month
e. WICBuzz Staff Training A
f. WICBuzz Staff Training B
g. WICBuzz Mid-Project Client Survey
h. WICBuzz Poster
i. Pre-launch Client Survey
j. Virtual Focus Groups Protocol
k. Post Implementation Survey
l. Evaluation Questions and Indicators
m. HPRIL Table A.1.
n. HPRIL Table A.2.
o. HPRIL Table A.3.
1
Eppes, E, Kang, Y, Caulfield, L, Gross, S. Hopkins Participant Research Innovation Laboratory for Enhancing
WIC Services (HPRIL) Baseline Period Characteristics Report. 2022.
2
Eppes, E, Kang, Y, Caulfield, L, Gross, S. Hopkins Participant Research Innovation Laboratory for Enhancing
WIC Services (HPRIL) Implementation Period Characteristics Report. 2022.
3
Stuart EA, Huskamp HA, Duckworth K, et al. Using propensity scores in difference-in-differences models to
estimate the effects of a policy change. Health Services and Outcomes Research Methodology. 2014;14(4):166-182.
doi:10.1007/S10742-014-0123-Z/TABLES/5.
73
4
Villa JM. diff: Simplifying the estimation of difference-in-differences treatment effects. Stata Journal.
2016;16(1):52-71. doi:10.1177/1536867X1601600108.