Can Embedded Help Text Links in Web Survey Items Improve Data Quality? Presented by: Natasha Janson RTI International May 17, 2013 Natasha Janson Christopher Bennett Lesa Caves Melissa Cominole Bryan Shepherd Jennifer Wine Introduction • • • • Examples of help text in web surveys Impact of help text on data quality Summary of our analyses and preliminary results Conclusions and implications for future investigation Formats for displaying “help” in web surveys vary: Always-visible help: Formats for displaying “help” in web surveys vary: Behind-the-scenes help: “Help” in the context of surveys • Definition: “To make more pleasant or bearable” • Synonyms: abet, aid, assist, back, backstop, prop (up), support, bear a hand, to stand one in good stead • Antonyms: hinder -Merriam-Webster Intent of “help” in surveys for: Survey respondents Data analysts • Elicit confidence in item response for: • Elicit confidence in item response for: – Difficult concepts or terms in questions (standardizes definitions) – Difficult concepts or terms in questions (standardizes definitions) – Less-common scenarios (sets guidelines) – Less-common scenarios (sets guidelines) When help can “hinder”: • If it exists, but respondents: • can’t find • ignore it • If what help is provided: • is irrelevant • contradicts question wording • is lengthy (burdensome) Past studies: • Good help is good to find! Can improve data quality by improving accuracy of item response (e.g., by helping to standardize definitions and set guidelines) • Inconclusive/varied on best way to get respondents to use help when they need it Our study examined: • Two different forms of behind-the-scenes help for web mode of surveys: • Embedded links vs. • Help buttons only • Impact of embedded links on: • Help text access • Timing on forms • Response (missingness, not accuracy) Example: Help button Embedded link and help button Analysis #1: 2008/12 Baccalaureate and Beyond Longitudinal Study (B&B:08/12) • Longitudinal, nationally representative study of bachelor’s degree recipients’ education and employment experiences • Random assignment--half of field test sample received treatment of embedded links on 45 forms: • Schooling (loans, post-bachelor’s degree education) • Career (future career expectations, teaching) • Expenses (car loans, dependents) • Demographics (citizenship status, marital status, military status, household composition, language spoken) • Results: Respondents who saw links accessed help more than twice as often as others (p < .05) Analysis #2 2011-12 National Postsecondary Student Aid Study (NPSAS:12) • Large, nationally representative sample of students at all levels of postsecondary education with emphasis on how students and their families pay for postsecondary education • Natural experiment--comparison of three matching items between field test and full-scale studies: • Intensity of enrollment at main school • Intensity of enrollment at other schools • Received federal loans Results: Help Text Access Field Test: Help button Full-Scale: Embedded link Statistical Significance Enrollment Intensity: Main 0.2% 1.9% p < .001 Enrollment Intensity: Other 0.0% 0.5% p < .001 Federal loans 0.2% 1.7% p < .001 help text access 3 of 3 items Results: Timing Field Test: Help button Full-Scale: Embedded link Statistical Significance Enrollment Intensity: Main 14.2 s 14.1 s Not sig. Enrollment Intensity: Other 9.4 s 10.8 s Not sig. 11.3 s 13.0 s p < .05 Federal loans Only slight in timing on 1 of 3 items Results: Missingness Field Test: Help button Full-Scale: Embedded link Statistical Significance Enrollment Intensity: Main 0.43% 0.30% Not sig. Enrollment Intensity: Other 0.04% 0.05% Not sig. Federal loans 1.48% 0.54% p < .01 response 1 of 3 items Results: Response Distributions Statistical Significance Enrollment Intensity: Main p < .01 Enrollment Intensity: Other Not sig. Federal loans p < .01 Different response distributions on 2 of 3 items Summary Results: help text access 3 of 3 items Only slight I in timing on 1 of 3 items response 1 of 3 items Different response 2 of 3 items Preliminary Conclusions Embedded help links: • • • • Seemed to increase awareness of help text Minimal impact on timing burden Resulted in less missingness (item-level nonresponse) Resulted in differences in response distributions (not yet evaluated against external benchmarks) Contact Information Natasha Janson [email protected] 919-316-3394
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