TY - JOUR
T1 - Predicting attrition in a text-based nutrition education program
T2 - Survival analysis of Text2bhealthy
AU - Grutzmacher, Stephanie K.
AU - Munger, Ashley L.
AU - Speirs, Katherine E.
AU - Vafai, Yassaman
AU - Hilberg, Evan
AU - Duru, Erin Braunscheidel
AU - Worthington, Laryessa
AU - Lachenmayr, Lisa
N1 - Funding Information: The authors wish to acknowledge the contributions of Kaitlyn Moberly, Lauren Messina, Lindsey Zemeir, and Nicole Finkbeiner in evaluating the program; Amy Bortnick and Sally Kamen in implementing the program; and Lisa Gonzales, Quinney Harris, Tammy Humberson, Jane Kostenko, Mary Rooks, Kristin Spiker, Haylee Staruk, Karen Turner, Joi Vogin, Lauren Williams, Michelle Wilson, Amy Wolpert, and Virgilia Zabala in supporting recruitment and evaluation activities and facilitating relationships with participating schools. Funding for the Supplemental Nutrition Assistance Program-Education program is provided by United States Department of Agriculture in cooperation with the Maryland Department of Human Services and the University of Maryland. Publisher Copyright: ©Stephanie K Grutzmacher, Ashley L Munger, Katherine E Speirs, Yassaman Vafai, Evan Hilberg, Erin Braunscheidel Duru, Laryessa Worthington, Lisa Lachenmayr.
PY - 2019/1
Y1 - 2019/1
N2 - Background: Text-based programs have been shown to effectively address a wide variety of health issues. Although little research examines short message service (SMS) text messaging program characteristics that predict participant retention and attrition, features of SMS text message programs, such as program duration and intensity, message content, and the participants’ context, may have an impact. The impact of stop messages—messages with instructions for how to drop out of an SMS text message program—may be particularly important to investigate. Objective: The aim of this study was to describe attrition from Text2BHealthy, a text-based nutrition and physical activity promotion program for parents of low-income elementary school children, and to determine the impact of message content and number of stop messages received on attrition. Methods: Using data from 972 parents enrolled in Text2BHealthy, we created Kaplan-Meier curves to estimate differences in program duration for different SMS text message types, including nutrition, physical activity, stop, and other messages. Covariates, including rurality and number of stop messages received, were included. Results: Retention rates by school ranged from 74% (60/81) to 95.0% (132/139), with an average retention rate of 85.7% (833/972) across all schools. Program duration ranged from 7 to 282 days, with a median program duration of 233 days and an average program duration of 211.7 days. Among those who dropped out, program duration ranged from 7 to 247 days, with a median program duration of 102.5 days. Receiving a stop message increased the probability of attrition compared with receiving messages about nutrition, physical activity, or other topics (hazard ratio=51.5, 95% CI 32.46-81.7; P<.001). Furthermore, each additional stop message received increased the probability of attrition (hazard ratio=10.36, 95% CI 6.14-17.46; P<.001). The degree of rurality also had a significant effect on the probability of attrition, with metropolitan county participants more likely to drop out of the program than rural county participants. The interaction between SMS text message type and total number of stop messages received had a significant effect on attrition, with the effect of the number of stop messages received dependent on the SMS text message type. Conclusions: This study demonstrates the potential of SMS text message programs to retain participants over time. Furthermore, this study suggests that the probability of attrition increases substantially when participants receive messages with instructions for dropping out of the program. Program planners should carefully consider the impact of stop messages and other program content and characteristics on program retention. Additional research is needed to identify participant, programmatic, and contextual predictors of program duration and to explicate the relationship between program duration and program efficacy.
AB - Background: Text-based programs have been shown to effectively address a wide variety of health issues. Although little research examines short message service (SMS) text messaging program characteristics that predict participant retention and attrition, features of SMS text message programs, such as program duration and intensity, message content, and the participants’ context, may have an impact. The impact of stop messages—messages with instructions for how to drop out of an SMS text message program—may be particularly important to investigate. Objective: The aim of this study was to describe attrition from Text2BHealthy, a text-based nutrition and physical activity promotion program for parents of low-income elementary school children, and to determine the impact of message content and number of stop messages received on attrition. Methods: Using data from 972 parents enrolled in Text2BHealthy, we created Kaplan-Meier curves to estimate differences in program duration for different SMS text message types, including nutrition, physical activity, stop, and other messages. Covariates, including rurality and number of stop messages received, were included. Results: Retention rates by school ranged from 74% (60/81) to 95.0% (132/139), with an average retention rate of 85.7% (833/972) across all schools. Program duration ranged from 7 to 282 days, with a median program duration of 233 days and an average program duration of 211.7 days. Among those who dropped out, program duration ranged from 7 to 247 days, with a median program duration of 102.5 days. Receiving a stop message increased the probability of attrition compared with receiving messages about nutrition, physical activity, or other topics (hazard ratio=51.5, 95% CI 32.46-81.7; P<.001). Furthermore, each additional stop message received increased the probability of attrition (hazard ratio=10.36, 95% CI 6.14-17.46; P<.001). The degree of rurality also had a significant effect on the probability of attrition, with metropolitan county participants more likely to drop out of the program than rural county participants. The interaction between SMS text message type and total number of stop messages received had a significant effect on attrition, with the effect of the number of stop messages received dependent on the SMS text message type. Conclusions: This study demonstrates the potential of SMS text message programs to retain participants over time. Furthermore, this study suggests that the probability of attrition increases substantially when participants receive messages with instructions for dropping out of the program. Program planners should carefully consider the impact of stop messages and other program content and characteristics on program retention. Additional research is needed to identify participant, programmatic, and contextual predictors of program duration and to explicate the relationship between program duration and program efficacy.
KW - Food
KW - Nutrition; food assistance; parents; survival analysis
KW - Text messaging; retention; diet
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U2 - 10.2196/mhealth.9967
DO - 10.2196/mhealth.9967
M3 - Article
SN - 2291-5222
VL - 7
JO - JMIR mHealth and uHealth
JF - JMIR mHealth and uHealth
IS - 1
M1 - e9967
ER -