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The academic papers listed below have been written about and/or are using data collected in the Understanding America Study. When available, a download link to the underlying data is provided (registration required). Authors: if your publication is not listed here yet please contact us at uas-l@maillist.usc.edu). If you would like us to provide a link to the analysis data you used (e.g. if it is required as part of the publication process), please have a look at the CESR Data Management Policies And Services.
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Low household income, financial literacy, or financial health: Which is the strongest risk factor and outcome of depressive symptomatology? - Journal of Affective Disorders, Volume 344, 1 January 2024, Pages 18-24 ; Jeffrey Vittengl
Ideology and Attitudes toward Jews in U.S. Public Opinion: A Reconsideration - Religions, Renewal, Innovation, and Transformation: The Changing Face of Judaism in Modern TimesRenewal, Innovation, and Transformation: The Changing Face of Jud ; Jeremy COhen
Understanding food insecurity in Los Angeles County during the COVID-19 pandemic and its aftermath: A qualitative interview study - Appetite , Volume 198, 1 July 2024, 107323 ; Jose J Scott, Wandi Bruine de Bruin, Lila Rabinovich, Alison Frazzini, Kayla de la Haye
Social Impacts of the COVID-19 Pandemic on Women’s Health in the Greater Los Angeles Area - Journal of Women, Online ahead of print. ; Jovita Murillo, Blanca Garcia, and Annette Regan
Risk preferences over health: Empirical estimates and implications for medical decision-making - Journal of Health Economics, Vol. 94 ; Karen Mulligan, Drishti Baid, Jason N. Doctor, Charles E. Phelps, and Darius N. Lakdawalla
Division of Financial Responsibility within Mixed-Gender Couples - Journal of Family and Economic Issues , ; Marcin Hitczenko
Policy opinions regarding the teaching of Critical Race Theory in schools - Policy Futures in Education, ; Nevbahar Ertas and Andrew N McKnight
Consumer Financial Well-Being: Does Scale Choice Alter the Measure? - Consumer Financial Protection Bureau Office of Research , Working Paper No. 2023-05 ; Patrick Heck, Caroline Ratcliffe, Elle Tibbitts
Don't say “vegan” or “plant-based”: Food without meat and dairy is more likely to be chosen when labeled as “healthy” and “sustainable” - Elsevier Journal of Environmental Psychology, Volume 93, February 2024, 102217 ; Patrycja Sleboda, Wandi Bruine de Bruin, Tania Gutsche, Joseph Arvai
Financial Fragility, Financial Resilience, and Pension Distributions - Pension Research Council Working Paper, Pension Research Council Working Paper ; Robert L. Clark and Olivia S. Mitchell
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Shedding light on participant selection bias in Ecological Momentary Assessment (EMA) studies: Findings from an internet panel study - PLoS ONE, 18(3): e0282591. ; Arthur A. Stone , Stefan Schneider, Joshua M. Smyth, Doerte U. Junghaenel, Cheng Wen, Mick P. Couper, Sarah Goldstein
Behind closed doors: Protective social behavior during the COVID-19 pandemic - PLoS One, 18(6): e0287589 ; Kyla Thomas , Peter G. Szilagyi, Sitaram Vangala, Rebecca N. Dudovitz, Megha D. Shah, Nathalie Vizueta, Arie Kapteyn
Spatial characteristics of food insecurity and food access in Los Angeles County during the COVID-19 pandemic - Food Security , ; Michelle Sarah Livings, John Wilson, Sydney Miller, Wändi Bruine de Bruin, Kate Weber, Marianna Babboni, Mengya Xu, Kenan Li & Kayla de la Haye
American Life in Realtime: a benchmark registry of health data for equitable precision health - Nature Medicine , volume 29, pages 283–286 (2023) ; Ritika R. Chaturvedi, Marco Angrisani, Wendy M. Troxel, Tania Gutsche, Eva Ortega, Monika Jain, Adrien Boch & Arie Kapteyn
Using Item Response Times in Online Questionnaires to Detect Mild Cognitive Impairment - The Journals of Gerontology: Series B, Volume 78, Issue 8, August 2023, Pages 1278–1283 ; Stefan Schneider, PhD, Doertes U Junghaenel, PhD, Erik Meijer, PhD, Arthur A Stone, PhD, Bart Orriens, PhD, Haomiao Jin, PhD, Elizabeth M Zelinski, P
Economic insecurity and political preferences - Oxford Economic Papers, Volume 75, Issue 3, July 2023, Pages 802–825 ; Walter Bossert, Andrew E Clark, Conchita D’Ambrosio, Anthony Lepinteur
Mental health symptoms following the January 6th attack on the United States Capitol - Social Science & Medicine, Available online 16 June 2023, 116015 ; Abhery Das, Brittany N. Morey, Tim A. Bruckner
Risk preferences, preventive behaviour, and the probability of a loss: Empirical evidence from the COVID-19 pandemic - Social Science & Medicine, Volume 334, October 2023, 116169 ; Adriaan Kalwij
Risk preferences, preventive behaviour, and the probability of a loss: Empirical evidence from the COVID-19 pandemic - Social Science & Medicine, Volume 334, October 2023, 116169 ; Adriaan Kalwij
The Economics of Equity in K-12 Education - , Part 1 of book edited by Goldy Brown III and Christos A. Makrisdis ; Albert A. Cheng, Robert Maranto
How Tenable are Modeling Assumptions Around Rapid Guessing Behavior? Results From a Large Corpus of Low-Stakes Assessments - , ; Alfonso J. Martinez & Joseph A. Rios
EXPERIENCES, BEHAVIORS, AND ATTITUDES ABOUT COVID-19 FOR PEOPLE WITH DISABILITIES OVER TIME - Center for Retirement Research at Boston College, CRR WP 2023-17 ; Amal Harrati, Marisa Shenk, and Bernadette Hicks
Revisiting Ethnic Differences in In-Person Learning During 2021-2022 - Education Reform Faculty and Graduate Students Publications, ; Andrew Camp, Alison H. Johnson, Gema Zamarro
Revisiting Ethnic Differences in In-Person Learning During the 2021-22 School Year - Journal of School Choice, ; Andrew Camp, Alison Johnson, Gema Zamarro
Unconditional Cash Transfers Impact on Health Behaviours During a Crisis: A Natural Experiment Using the CARES Act 2020 - LIEPP Working Paper, November 2023, nº153 ; Bartholomew A Konechni
Confidence in COVID-19 vaccines moderates the association between vaccination status and mental distress - Stress & Health, ; Chee Meng Tan, Chuma Owuamalam, Vengadeshvaran J. Sarma, Pek Kim Ng
Physical activity and mental health: Comparing between-person and within-person associations in longitudinal analysis - Mental Health and Physical Activity, Volume 25, October 2023, 100546 ; Chloe Sher, Cary Wu
Credit card debt puzzle: liquid assets to pay household bills - International Review of Economics, Published: 28 July 2023 ; Claire Greene & Joanna Stavins
Changes in US payment behaviour during COVID-19: Differences by income and demographics - Journal of Payments Strategy & Systems Volume 17 Number 3, Practice Paper ; Claire Greene, Ellen A. Merry, Joanne Stavins
Personality Traits and Financial Outcomes - Federal Reserve Bank of Boston, No. 23-4 ; Claire Greene, Oz Shy, and Joanna Stavins
The ‘White Male Effect’ in Perceptions of Risk of Dying from COVID-19 - PrePrint, ; Ekim Luo, Simone Schnall
Polarized perceptions: how time and vaccination status modify Republican and Democratic COVID-19 risk perceptions - Journal of Elections, Public Opinion and Parties, Received 03 Jun 2022, Accepted 26 Apr 2023, Published online: 25 May 2023 ; Evan Sandlin, Daniel J. Simmons
Social network, political climate, income inequality, and Americans uptake of monovalent COVID-19 booster - Vaccine , Volume 41, Issue 41, 22 September 2023, Pages 6077-6082 ; Feng Hoo, Wonyun Shoo
Three little words? The impact of social security terminology on knowledge and claiming intentions - Journal of Pension Economics and Finance, Published online by Cambridge University Press: 02 February 2023 ; Francisco Perez-Arce, Lila Rabinovich, Joanne Yoong and Laith Alattar
Does financial fragility affect consumer well-being? Evidence from COVID-19 and the United States - Global Business and Organizational Excellence, GBOE.2023;42:101–119 ; H. Kent Baker, Kirti Goyal, Satish Kumar, Prashant Gupta
Developing Early Markers of Cognitive Decline and Dementia Derived From Survey Response Behaviors: Protocol for Analyses of Preexisting Large-scale Longitudinal Data - JMIR Research Protocols , Published on 21.2.2023 in Vol 12 (2023) ; Haomiao Jin; Doerte U Junghaenel; Bart Orriens; Pey-Jiuan Lee; Stefan Schneider
Examining the Interaction Between Mental Health Stigma, COVID-19 Traumatic Stress, and Race in Predicting Help-Seeking - Counseling and Psychological Services Dissertations, Georgia State University ; Jaleh Davari-Dhariwal
Food Insecurity Trajectories in the US During the First Year of the COVID-19 Pandemic - Preventing Chronic Disease , 2023;20:220212 ; Jin E. Kim-Mozeleski, PhD; Stephanie N. Pike Moore, PhD, MPH; Erika S. Trapl, PhD; Adam T. Perzynski, PhD; Janice Y. Tsoh, PhD; Douglas D. Gunzler, Ph
Risky Insurance: Life-cycle Insurance Portfolio Choice with Incomplete Markets - NBER, NBER Preliminary Results ; Joseph Briggs, Ciaran Rogers, Christopher Tonetti
Regular Cannabis Use During the First Year of the Pandemic: Studying Trajectories Rather Than Prevalence - American Journal of Preventive Medicine, Volume 64, Issue 6, June 2023, Pages 888-892 ; Jungeun Olivia Lee, PhD, Woo Jung Lee, MA, Alexandra F. Kritikos, PhD, Haomiao Jin, PhD, Adam M. Leventhal, PhD, Eric R. Pedersen, PhD, Junhan Cho, Ph
Risk Preferences Over Health: Empirical Estimates And Implications For Healthcare Decision-Making - NBER Working Paper Series, Working Paper 31524 ; Karen Mulligan, Drishti Baid, Jason N. Doctor, Charles E. Phelps, Darius N. Lakdawalla
Ecological risk and protective factors for food insufficiency in Los Angeles County during the COVID-19 pandemic - Public Health Nutrition, ; Kayla de la Haye, Htay-Wah Saw, Sydney Miller, Wändi Bruine de Bruin, John P Wilson, Kate Weber, Alison Frazzini, Michelle Livings, Marianna Babboni a
Marriage in Old Age: What Can We Learn about Policy Impacts on Same-Sex Couples? - IZA Discussion Paper Series, IZA DP No. 16022 ; Leora Friedberg, Elliott Isaac
Understanding the Social Security Communication Needs of Hispanics with Limited English Language Proficiency - University of Michigan Retirement and Disability Research Center (MRDRC) Working Paper, MRDRC WP 2023-476 UM23-09 ; Lila Rabinovich and Francisco Perez-Arce
Mixed-method Study on Information, Communications, and Access to Government Benefits among Rural Populations - University of Michigan Retirement and Disability Research Center (MRDRC) Working Paper, MRDRC WP 2023-474 UM23-Q2 ; Lila Rabinovich, Francisco Perez-Arce, and Tabasa Ozawa
Racial and ethnic disparities in COVID-19 vaccine uptake: A mediation framework - Vaccine, Volume 41, Issue 14, 31 March 2023, Pages 2404-2411 ; Ling Na, Sativa Banks, Peizhong Peter Wang
COVID-19-Associated Food Insecurity and Mental Health Symptoms Among Latinx Adults in the United States - Hispanic Health Care International, Review Article ; Maissa Trabilsy, Kasim Ortiz , Marlene Camacho-Rivera
Competing Narratives in Action: An Empirical Analysis of Model Adoption Dynamics - , ; Marco Angrisani, Anya Samek, Ricardo Serrano-Padial
Real Time Measurement of Household Financial Electronic Transactions in a Population Representative Panel: A Pilot Study - Field Methods, ; Marco Angrisani, Arie Kapteyn, and Swaroop Samek
The Enduring Impacts of the COVID-19 Pandemic on Americans’ Economic Security - University of Michigan Retirement and Disability Research Center (MRDRC) Working Paper, MRDRC WP 2023-469 UM23-13 ; Marco Angrisani, Jeremy Burke, and Arie Kapteyn
Racial, Ethnic, and Gender Disparities in Labor Market Outcomes in the Aftermath of the COVID-19 Pandemic - University of Michigan Retirement and Disability Research Center (MRDRC) Working Paper, MRDRC WP 2023-470 UM23-04 ; Marco Angrisani, Jeremy Burke, and Francisco Perez-Arce
Food Insecurity Is Under-reported in Surveys That Ask About the Past Year - American Journal of Preventative Medicine, 2023;000(000):1−10 ; Michelle S.Livings, MPH, Wandi Bruine de Bruin, PhD, John P. Wilson, PhD, Bruce Y. Lee, MD, Mengya Xu, MS, Alison Frazzini, MPH, Swati Chandra,MBA, Ka
Who Wants To Say “Gay?” Public Opinion About LGBT Issues in the Curriculum - Annenberg, Brown University , EdWorkingPaper No. 23-838 ; Morgan Polikoff, Michael Fienberg, Daniel Silver, Marshall Garland, Anna Saavedra, Amie Rapaport
Personal, Behavioral, and Environmental Domains Influencing the Perceived Health of University Employees - University of Colorado Colorado Springs ProQuest Dissertations Publishing, ; Paige Whitney
Differences in Use and Perceptions of Retirement Planning Information Sources by Race and Ethnicity: Findings From the Understanding America Stud - Research and Statistics Note No. 2023-01, ; Richard E. Chard, Matt Messel, and David Rogofsky
Public Knowledge About the Social Security Retirement Program: Differences by Race and Ethnicity - Social Security Bulletin, Social Security Bulletin, Vol. 83, No. 3, 2023 ; Richard E. Chard, Matt Messel, and David Rogofsky*
Teen Mothers Forgotten: The Gap Between High School and Higher Education - Journal of Higher Education Policy and Leadership Studies, Volume 4, Issue 2 (JUNE ISSUE 2023) ; Sarah Ruth Morris
The Effectiveness of State Mask Use Policies as a COVID-19 Mitigation Strategy: Perceptions and Outcomes Among African Americans - New York University College of Global Public Health ProQuest Dissertations, Publishing, 2023. 30488105. ; Shelby Frances Brewer
Enhanced unemployment benefits, mental health, and substance use among low-income households during the COVID-19 pandemic - Social Science & Medicine, Volume 328, July 2023, 115973 ; Soyun Jeong, Ashley M. Fox
Response times in Ecological Momentary Assessment (EMA): shedding light on the response process with a drift diffusion model - Current Psychology , ; Stefan Schneider, Raymond Hernandez, Doerte U. Junghaenel, Bart Orriens, Pey-Jiuan Lee & Arthur A. Stone
The COVID-19 pandemic and perceived risks of immigrants in the United States - International Journal of Bank Marketing, ISSN: 0265-2323 ; Sunwoo Tessa Lee, Kyoung Tae Kim
Public perceptions of pollsters in the United States: Experimental evidence - Social Science Quarterly, ; Timothy P. Johnson, Henning Silber, Jill E. Darling
Habituation to threats in times of crisis: Lessons from the temporal trajectory of risk perceptions throughout COVID-19 - , ; Tito L.H. Grillo, Ty Henderson, Adrian F. Ward
The effects of contemporaneous air pollution on COVID-19 morbidity and mortality - Journal of Environmental Economics and Management , Volume 119, May 2023, 102815 ; Wes Austin, Stefano Carattini, John Gomez-Mahecha, Michael F. Pekso
The Dilemma of Mask-Wearing: Association Between Mask-Wearing Adherence, Discrimination, and Anxiety in Asian Americans During the Early Stages of COVID-19 - National Forum of Multicultural Issues, Volume 20, Number 1 ; Ya-Wen Melissa Liang, Soyoung Kwon, Steve Bain, and Carlos M. Guerra
Role of Parents’ Perceived Risk and Responsibility in Deciding on Children’s COVID-19 Vaccination - Pediatrics , Pediatrics (2023) 151 (5): e2022058971. ; Ying Liu, PhD; Wändi Bruine de Buin, PhD; Arie Kapteyn, PhD; Peter G. Szilagyi, MD, MPH
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No Evidence The Child Tax Credit Expansion Had An Effect On The Well-Being And Mental Health Of Parents - Health Affairs, Vol. 41, No. 11: COVID-19 Economic Supports & More ; Benjamin Glasner, Oscar Jiménez-Solomon, Sophie M. Collyer, Irwin Garfinkel, and Christopher T. Wimer
Racial and Ethnic Disparities in Retirement Outcomes: Impacts of Outreach - NBER Working Papers, Working Paper 30456 ; Angelino Viceisza, Amaia Calhoun & Gabriella J.O. Lee
Preplanned Studies: COVID-19 Stay-At-Home Orders and Older Adults’ Cognitive Health — United States, June 2018–February 2022 - CCDC Weekly , 2022, 4(45): 1002-1006 ; Nam Sun Choi; Tianzi Li; Jingxiang Pan; Selena Yue; Jing Li
Using Attributes of Survey Items to Predict Response Times May Benefit Survey Research - Field Methods, First Published May 20, 2022 ; , Haomiao Jin, Bart Orriens, Doerte U. Junghaenel, Arie Kapteyn, Erik Meijer, Arthur A. Stone
Experience of the COVID-19 pandemic and support for safety-net expansion - Elsevier Journal of Economic Behavior & Organization, Volume 200, August 2022, Pages 1090-1104 ; Alex Rees-Jones, John D’Attoma, Amedeo Piolatto, Luca Salvadori
Older Age Is (Still) Associated With Mental Health Benefits In June–July 2021 Of The Covid-19 Pandemic - Innovations in Aging, Program Abstracts from The GSA 2022 Annual Scientific Meeting, “Embracing Our Diversity. Enriching Our Discovery. Reimagining Aging.” ; Amanda Chappell, Kelly Smith, and JoNell Strough
Differential personality change earlier and later in the coronavirus pandemic in a longitudinal sample of adults in the United States - PLoS ONE , 17(9): e0274542. ; Angelina R. Sutin, Yannick Stephan, Martina Luchetti, Damaris Aschwanden, Ji Hyun Lee, Amanda A. Sesker, Antonio Terracciano
Item Context Effects Are Relevant for Monitoring Evaluative Well-being: Replication of Previous Work and Mitigation - Field Methods, ; Arthur A. Stone, Marta Walentynowicz, Stefan Schneider, Doerte U. Junghaenel, Joan E. Broderick, Angus Deaton
Born to be wild: Second-to-fourth digit length ratio and risk preferences - Economics & Human Biology , Volume 47, December 2022, 101178 ; Brian Finley, Adriaan Kalwij, and Arie Kapteyn
Mask Refusal Backlash: The Politicization of Face Masks in the American Public Sphere during the Early Stages of the COVID-19 Pandemic - Socius: Sociological Research for a Dynamic World, April 25, 2022 ; Caleb Scoville, Andrew McCumber, Razvan Amironesei, June Jeon
The Subjective Value of Postsecondary Education in the Time of COVID: Evidence from a Nationally Representative Panel - Peabody Journal of Education , ; Daniel Silver, Morgan Polikoff , Anna Saavedra , Shira Haderlein , Amie Rapaport & Marshall Garland
Long-Haulers and Labor Market Outcomes - Opportunity and Inclusive Growth Institute Working Papers , Federal Reserve Bank of Minneapolis ; Dasom I. Ham
Food Insecurity and Mental Health Trajectories during the COVID-19 Pandemic: Longitudinal Evidence from a Nationally Representative Survey - Journal of Health Care for the Poor and Underserved, Volume 33, Number 3, August 2022 ; Dexia Kong, Peiyi Lu, Elissa Kozlov, Mack Shelley
Inferring Cognitive Abilities from Response Times to Web-Administered Survey Items in a Population-Representative Sample - Journal of Intelligence , 11, no. 1: 3 ; Doerte U. Junghaenel, Stefan Schneider, Bart Orriens, Haomiao Jin, Pey-Jiuan Lee, Arie Kapteyn, Erik Meijer, Elizabeth Zelinski, Raymond Hernandez, an
Multilevel determinants on COVID-19 booster intention among Americans - Preventative Medicine , Available online 23 September 2022, 107269 ; Feng Hao
Understanding the influence of political orientation, social network, and economic recovery on COVID-19 vaccine uptake among Americans - Vaccine, Vaccine 40 (2022) 2191–2201 ; Feng Hao, Wanyun Shao
The association between objective and subjective financial literacy: Failure to observe the Dunning-Kruger effect - Personality and Individual Differences, Volume 184, January 2022, 111224 ; Gilles E. Gignac
Do social determinants of health explain racial/ethnic disparities in COVID-19 infection? - Social Science & Medicine, Volume 306, August 2022, 115098 ; Haena Lee, Theresa Andrasfay, Alicia Riley, Qiao Wu, Eileen Crimmins
The effect of natural disasters on household economic hardship during a pandemic - The Journal of Consumer Affairs, ; HanNa Lim, Su Hyun Shin, Hyunjung Ji
Exercise frequency during the COVID-19 pandemic: A longitudinal probability survey of the US population. - Preventive Medicine Reports, Volume 25, February 2022, 101680 ; Indy Wijngaards, Borja del Pozo Cruz, Klaus Gebel and Ding Ding
Cases and context: Mask-related behaviors among U.S. trail visitors during the COVID-19 pandemic - Journal of Outdoor Recreation and Tourism, 1 March 2022, 100494 ; Ingrid E. Schneider, Christopher J. Wynveen, Julian Wolfson, Kim Shinew, Taylor Stein, William W. Hendricks, Heather Gibson, Deonne VanderWoude, Megha
Influence of perceived adolescent vaccination desire on parent decision for adolescent COVID-19 vaccination. - Journal of Adolescent Health, In Press Accepted Manuscript ; Jeanne R. Delgado, Peter G. Szilagyi, Jennifer Brazier Peralta, Megha D. Shah, Kyla Thomas, Nathalie Vizueta, Yan Cui, Sitaram Vangala, Rashmi Shetgir
Drug use trajectories among U.S. adults during the first year of the COVID-19 pandem - Journal of Psychiatric Research, Volume 154, October 2022, Pages 145-150 ; Kira E. Riehm, Junhan Cho, Emily J. Smail, Eric Pedersen, Jungeun Olivia Lee, Jordan P. Davis, Adam M. Leventhal
Social Body Weight Norms: A Population-Based Profile In Germany, The Netherlands, And The United States - SocArXIV Papers - PrePrint, 10.31235/osf.io/yn9dt ; Liliya Leopold
Psychological and behavioral responses during the COVID-19 pandemic among individuals with mobility and/or self-care disabilities - Disability and Health Journal, Volume 15, Issue 1, January 2022, 101216 ; Ling Na, Lixia Yang
Age disparities in mental health during the COVID19 pandemic: The roles of resilience and coping - Social Science & Medicine, Available online 13 May 2022, 115031 ; Ling Na, Lixia Yang, Peter Mezo, Rong Liu
The Ongoing Impacts of COVID-19 on Americans’ Economic Security - MRDRC Working Paper Series, MRDRC WP 2022-443 UM22-17 ; Marco Angrisani, Jeremy Burke, and Arie Kapteyn
Gendered Impacts of COVID-19 on Economic and Retirement Security - MRDRC Working Paper Series, MRDRC WP 2022-447 UM22-08 ; María J. Prados and Jeremy Burke
Public Knowledge About the Social Security Administration’s DisaSAbility Programs: Findings from the Understanding America Study - Social Security Bulletin, Vol. 82, No. 4, 2022 ; Matt Messel, Tokunbo B. Oluwole, and David Rogofsky
Research Roundup of the Expanded Child Tax Credit: One Year On - Poverty & Social Policy Report, Vol. 6 No. 9 November 15, 2022 ; Megan A. Curran
Mental Illness, Culture, and Society: Dealing with the COVID-19 Pandemic - , ; Mohammadreza Shalbafan, Renato de Filippis and Samer El Hayek
Measurement of financial well-being, a review of the literature - Dvara Research, ; Monami Dasgupta and Geetika Palta
Reassessing Gender Differences in COVID-19 Risk Perception and Behavior - Social Science Quarterly, 2022;1-11 ; Mónica Ferrín
Associations of Eating Identities With Self-Reported Dietary Behaviors and Body Mass Index - Frontiers in Nutrition, 14 July 2022 ; Patrycja Sleboda, Wändi Bruine de Bruin, Lisa Arangua, and Tania Gutsche4
The Redesigned Social Security Statement’s Short-Term Impacts on Near Retirees - Michigan Retirement and Disability Research Center Working Paper Series, MRDRC WP 2022-444 UM22-Q3 ; Philip Armour, Katherine Carman, and Mandlenkosi Dube
School-Age Children's Wellbeing and School-Related Needs during the COVID-19 Pandemic - Academic Pediatrics, Preprint ; Rebecca N. Dudovitz, Kyla Thomas, Megha D. Shah, Peter G.Szilagyi, NathalieVizueta, Sitaram Vangala, Rashmi Shetgiri, Arie Kapteyn
Coethnic Concentration and Asians’ Perceived Discrimination across U.S. Counties during COVID-1 - Socius: Sociological Research for a Dynamic World, Volume 8: 1–15 ; Rennie Lee, Yue Qian, and Cary Wu
Factors Influencing the Choice of Pension Distribution at Retirement - Wharton Pension Research Council Working Papers, 5-2022 ; Robert L. Clark, Olivia S. Mitchell
Longitudinal links between behavioral activation coping strategies and depressive symptoms of U.S. adults living alone during the COVID-19 pandemic - PLoS ONE, 17(5) ; Seoyoun Kim, Hyunwoo Yoon, Patricia Morton, Yuri Jang
New Evidence on Consumption and Income Dynamics from a Consumer Payment Diary - NBER, Innovative Data in Household Finance: Opportunities and Challenges, Fall 2022 ; Shaun Gilyard, Scott Schuh
Hierarchical Bayes estimation of small area proportions using statistical linkage of disparate data sources - , ; Soumojit Das, Partha Lahiri
Parents’ Intentions and Perceptions About COVID-19 Vaccination for Their Children: Results From a National Survey - Pediatrics, Volume 150, Issue Supplement 3 ; Szilagyi PG, Shah MDDelgado
Trends In Risk Factors For Disability And Reduced Physical Functioning Among Us Adults During The Covid-19 Pandemic - Innovation in Aging , Program Abstracts from The GSA 2022 Annual Scientific Meeting, “Embracing Our Diversity. Enriching Our Discovery. Reimagining Aging.” ; Theresa Andrasfay, and Eileen Crimmins
Adherence to Social Distancing and Personal Hygiene Behavior Guidelines and Risk of COVID-19 Diagnosis: Evidence from the Understanding America Study. - American Journal of Public Health, 112(1):169-178 ; Theresa Andrasfay, Qiao Wu, Haena Lee and Eileen Crimmins
Thanksgiving and Christmas gatherings before the 2020-21 winter surge of COVID-19 in the United States - Preventive Medicine Reports, Available online 21 July 2022, 101911, pre-print ; Tim A. Bruckner, Abhery Das, Greg J.Duncan
The Ex-Ante Moral Hazard Effects Of Covid-19 Vaccines - NBER Working Paper Series, Working Paper 30602 ; Virat Agrawal, Neeraj Sood, Christopher M. Whaley
Generational differences in beliefs about COVID-19 vaccines - Preventative Medicine, Volume 157, April 2022, 107005 ; Vivian Hsing-Chun Wang, Diana Silver, José A. Pagán
Race And Age Differences In Depression And Anxiety During Covid-19: A Longitudinal Study - Innovations In Aging, Program Abstracts from The GSA 2022 Annual Scientific Meeting, “Embracing Our Diversity. Enriching Our Discovery. Reimagining Aging.” ; Xiaochuan Wang, Mengyu Xu, Kim Gryglewicz, and Susanny Beltran
Lives, Time and Place: A Life Course Perspective on Earlier-life Individual and Contextual Socioeconomic Conditions and Later-life Physical Activity - SWISS CENTRE OF EXPERTISE IN LIFE COURSE RESEARCH, LIVES Working Paper 95/2022 ; Yang Li
Self-administered Web-Based Tests of Executive Functioning and Perceptual Speed: Measurement Development Study With a Large Probability-Based Survey Panel - Journal of Medical Internet Research, Vol 24, No 5 (2022): May ; Ying Liu ,Stefan Schneider, Bart Orriens, Erik Meijer, Jill E Darling, Tania Gutsche , Margaret Gatz
Policy Side Effects: How Do Policies Become a Source of Social Problems? - State University of New York at Albany ProQuest Dissertations Publishing,, Dissertation chapter ; Yongjin Choi
Mistrust in public health institutions is a stronger predictor of vaccine hesitancy and uptake than Trust in Trump - Social Science & Medicine, Available online 13 October 2022, 115440 ; Yongjin Choi, Ashley M. Fox
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Factors associated with the intention to obtain a COVID-19 vaccine among a racially/ethnically diverse sample of women in the USA - Translational Behavioral Medicine, Volume 11, Issue 3, March 2021, Pages 785–792 ; Jennifer D Allen, Nadia N Abuelezam, Rebecca Rose and Holly B Fontenot
Self-reported dietary changes among Los Angeles County adults during the COVID-19 pandemic - Appetite, Volume 166, 1 November 2021, 105586 ; Sydney Miller, Wandi Bruine de Bruin, Michelle Livings, John Wilson, Kate Weber, Alison Frazzini, Marianna Babboni and Kayla de la Haye
State lockdown policies, mental health symptoms, and using substances - Addictive Behaviors, Epub 2021 Aug 12 ; Abhery Das, Parvati Singh and Tim A Bruckner
Estimation of mask effectiveness perception for small domains using multiple data sources - arXiv, arXiv:2105.05290 ; Aditi Sen and Partha Lahiri
Determinants of Ethnic Differences in School Modality Choices during the COVID-19 Crisis - Annenberg Brown University, 10.26300/pmyy-nh92 ; Andrew Camp and Gema Zamarro
Determinants of Ethnic Differences in School Modality Choices During the COVID-19 Crisis - Educational Researcher, Volume: 51 issue: 1, page(s): 6-16 ; Andrew Camp and Gema Zamarro
The Association Between Five Factor Model Personality Traits and Verbal and Numeric Reasoning - Aging, Neuropsychology, and Cognition, Pages 297-317 ; Angelina R. Sutin,Yannick Stephan,Martina LuchettiORCID Icon,Jason E. Strickhouser,Damaris AschwandenORCID Icon and Antonio Terracciano
Ability-related political polarization in the COVID-19 pandemic - Intelligence, 2021 September-October; 88: 101580. ; Brittany Shoots-Reinhard, Raleigh Goodwin, Pär Bjälkebring, David M. Markowitz, Michael C. Silverstein and Ellen Peters
COVID-19 Vaccination Rates Are Lowest among Political Outsiders in the United States - SOC Arxiv, December 8 ; Byungkyu Lee and James Chu
Who Stays Physically Active during COVID-19? Inequality and Exercise Patterns in the United States - Socius: Sociological Research for a Dynamic World, Volume: 7 ; Chloe Sher and Cary Wu
Has COVID Changed Consumer Payment Behavior? - Federal Reserve Bank of Boston, WP No 21 12 ; Claire Greene, Ellen A. Merry and Joanna Stavins
Changes in drinking days among US adults during the COVID-19 pandemic - Addiction, Volume 117, Issue 2 p. 331-340 ; Courtney D. Nordeck, Kira E. Riehm, Emily J. Smail, Calliope Holingue, Jeremy C. Kane, Renee M. Johnson, Cindy B. Veldhuis, Luther G. Kalb, Elizabeth
Contrasting Effects of Finding Meaning and Searching for Meaning, and Political Orientation and Religiosity, on Feelings and Behaviors During the COVID-19 Pandemic - Personality and Social Psychology Bulletin, PMID: 34238068 ; David B. Newman, Stefan Schneider and Arthur A. Stone
Crisis, Resilience, and Civic Engagement: Pandemic-Era Census Completion - University of California Political Science, March 30 ; Elaine Denny
Understanding Unemployment Insurance Coverage in Early 2021 - University of Illinois, February 1 ; Eliza Forsythe
Associations of household structure and presence of children in the household with mental distress during the early stages of the US COVID-19 pandemic. - Families, Systems, & Health, 2022-15063-001 ; Emily J. Smail, Kira E. Riehm, Cindy B. Veldhuis, Renee M. Johnson, Calliope Holingue, Elizabeth A. Stuart, Luke G. Kalb and Johannes Thrul
Health Beliefs and Preventive Behaviors Among Adults During the Early COVID‑19 Pandemic in the United States: a Latent Class Analysis - Prevention Science, Nov;22(8):1013-1022 ; Emily Smail, Kristin E Schneider, Stephanie M DeLong, Kalai Willis, Renata Arrington-Sanders, Cui Yang, Kamila A Alexander and Renee M Johnson
COVID-19 vaccines and mental distress - PLoS One, September 8 ; Francisco Perez-Arce, Marco Angrisani, Daniel Bennett, Jill Darling, Arie Kapteyn and Kyla Thomas
Gender differences in couples’ division of childcare, work and mental health during COVID-19. - Review of Economics of the Household , Vol. 19, pp 11-40 ; Gema Zamarro and María J. Prados
Payments Evolution from Paper to Electronic: Bill Payments and Purchases - Federal Reserve Bank of Boston, No. 21-5 ; Joanna Stavins
COVID-19 Vaccination and Mental Health: A Difference-In-Difference Analysis of the Understanding America Study - American Journal of Preventative Medicine, Volume 62, ISSUE 5, P679-687, May 2022 ; Jonathan Koltai, Julia Raifman, Jacob Bor, Martin McKee, David Stuckler
Just give them childcare: The COVID-19 pandemic as a natural experiment in parenting practices. - PsyArXiv, August 3 ; Joshua Hartshorne
Screen time as an index of family distress. - Current Research in Behavioral Sciences, Volume 2, November 2021, 100023 ; Joshua K.Hartshorne, Yi Ting Huang, Pablo Martín, Lucio Paredes, Kathleen Oppenheimer, Parker T.Robbins and María Daniela Velasco
Association Between Receipt of Unemployment Insurance and Food Insecurity Among People Who Lost Employment During the COVID-19 Pandemic in the United States - JAMA, Network Open 4.1 ; Julia Raifman, Jacob Bor, and Atheendar Venkataramani
Estimating Influences of Unemployment and Underemployment on Mental Health during the COVID-19 Pandemic: Who Suffers the Most? - Public Health, Volume 201, December 2021, Pages 48-54 ; Jungeun Olivia Lee, Arie Kapteyn, Adriane Clomax and Haomiao Jin
2021 Findings from the Diary of Consumer Payment Choice - Federal Reserve System, ; Kelsey Coyle, Laura Kim and Shaun O’Brien
Locked down in distress: a causal estimation of the mental-health fallout from the COVID-19 pandemic in the UK - HEDG, c/o Department of Economics, University of York, No. 21/10 ; Lina Anaya, Peter Howley, Muhammad Waqas and Gaston Yalonetzky
Stress among Latino Adults in California during COVID-19 - Pepperdine School Of Policy, Pepperdine University, School of Public Policy Working Papers. Paper 77 ; Luisa Blanco, Vanessa Cruz, Deja Frederick and Susie Herrera
Financial Stress Among Latino Adults in California During COVID-19 - Journal of Economics, Race, and Policy, August 2 ; Luisa Blanco, Vanessa Cruz, Deja Frederick and Susie Herrera
Does financial literacy reduce financial fragility during COVID-19? The moderation effect of psychological, economic and social factors - International Journal of Bank Marketing, ISSN: 0265-2323 ; Malvika Chhatwani and Sushanta Kumar Mishra
Who wants what?: Examining schooling modality survey data by race, income, and education level - EdArxiv, March 29 ; Margaret Thornton
Change in Reported Adherence to Nonpharmaceutical Interventions During the COVID-19 Pandemic, April-November 2020 - JAMA, 2021;325(9):883-885 ; Matthew Crane, Kenneth Shermock and Saad Omer
Trajectories of COVID-19 vaccine intentions among US adults: The role of race and ethnicity - SSM - Population Health, Volume 15, September 2021, 100824 ; Michael D.Niño, Brittany N. Hearne and Tianji Cai
Willingness to vaccinate against COVID-19 in the US: Longitudinal evidence from a nationally representative sample of adults from April-October 2020 - American Journal of Preventative Medicine, Volume 60, ISSUE 6, P766-773, June 01, 2021 ; Michael Daly and Eric Robinson
Longitudinal changes in psychological distress in the UK from 2019 to September 2020 during the COVID-19 pandemic: Evidence from a large nationally representative study. - PsyArXiv Preprints, January 14 ; Michael Daly and Eric Robinson
Willingness to vaccinate against COVID-19 in the US: Representative longitudinal evidence from April–October 2020 - American Journal of Preventive Medicine, Vol. 3, pp. 4 ; Michael Daly and Eric Robinson
Anxiety reported by US adults in 2019 and during the 2020 COVID-19 pandemic: population-based evidence from two nationally representative samples - Journal of Affective Disorders, Vol. 286, pp 296-300 ; Michael Daly and Eric Robinson
Acute and longer-term psychological distress associated with testing positive for COVID-19: Longitudinal evidence from a population-based study of US adults. - Psychological Medicine, pp 1-32 ; Michael Daly and Eric Robinson
Incorporating WellBeing and Mental Health Research to Improve Pandemic Response. - LSE Public Policy Review, 2(2), p.5 ; Michael Daly and Liam Delaney
An increase in willingness to vaccinate against COVID-19 in the US between October 2020 and February 2021: longitudinal evidence from the Understanding America Study - Medrxiv, ; Michael Daly, Andrew Jones and Eric Robinson
Public Trust and Willingness to Vaccinate Against COVID-19 in the US From October 14, 2020, to March 29, 2021 - JAMA, 2021;325(23):2397-2399 ; Michael Daly, Andrew Jones and Eric Robinson
Depression reported by US adults in 2017-2018 and March and April 2020 - Journal of Affective Disorders , Volume 278, 1 January 2021, Pages 131-135 ; Michael Daly, Angelina Sutin, and Eric Robinson
Acute mental health presentations before and during the COVID-19 pandemic - BJPsych Open, Vol. 7, pp 1-8 ; Naaheed Mukadam, Andrew Sommerlad, Jessica Wright, Abigail Smith, Aleksandra Szczap, Solomis Solomou, Rohan Bhome, Roshan Thayalan, Esha Abrol, Golnar
Revisiting Retirement and Social Security Claiming Decisions - National Bureau of Economic Research , July 27 ; Neha Bairoliya and Kathleen McKiernan
Financial Literacy and Financial Behavior at Older Ages - Global Financial Literacy Excellence Center Working Paper Series, 2021-03 ; Olivia S. Mitchell and Annamaria Lusardi
Money matters (especially if you are good at math): Numeracy, verbal intelligence, education, and income in satisfaction judgments - PLOS One, 16(11): e0259331 ; Pär Bjälkebring and Ellen Peters
Likelihood of COVID-19 vaccination by subgroups across the US: post-election trends and disparities - Human Vaccines & Immunotherapeutics , Pages 3262-3267 ; Peter G. Szilagyi, Kyla Thomas, Megha D. Shah, Nathalie Vizueta, Yan Cui, Sitaram Vangala and Arie Kapteyn
The role of trust in the likelihood of receiving a COVID-19 vaccine: Results from a national survey - Preventive Medicine, Volume 153, December 2021, 106727 ; Peter G. Szilagyi, Kyla Thomas, Megha D. Shah, Nathalie Vizueta, Yan Cui, Sitaram Vangala, Craig Fox and Arie Kapteyn
Parents’ Intentions and perceptions about COVID-19 vaccination for their children: Results from a national survey - Pediatrics, 148 (4): e2021052335. ; Peter G. Szilagyi, Megha D. Shah, Jeanne R. Delgado, Kyla Thomas, Nathalie Vizueta, Yan Cui, Sitaram Vangala, Rashmi Shetgiri and Arie Kapteyn
Association Between Risk Factors for Complications From COVID-19, Perceived Chances of Infection and Complications, and Protective Behavior in the US - JAMA Network Open, 4(3) ; Robert F. Schoeni, Emily E. Wiemers, Judith A. Seltzer and Kenneth M. Langa
Political affiliation and risk taking behaviors among adults with elevated chance of severe complications from COVID–19 - Preventive Medicine, Volume 153, December 2021, 106726 ; Robert F.Schoeni, Emily E.Wiemers, Judith A.Seltzer and Kenneth M.Langaahi
Does getting a mortgage affect consumer credit use? - Review of Economics of the Household, pp. 1-37 ; Scott Fulford and Joanna Stavins
Disparities in Educational Access in the Time of COVID: Evidence From a Nationally Representative Panel of American Families - AERA Open, Volume: 7 ; Shira K. Haderlein, Anna Rosefsky Saavedra, Morgan S. Polikoff, Daniel Silver, Amie Rapaport and Marshall Garland
Change in psychological distress in response to changes in reduced mobility during the early 2020 COVID-19 pandemic: Evidence of modest effects from the US - Social Science & Medicine, Volume 270, February 2021, 113615 ; Srikant Devaraj and Pankaj Patel
COVID-19 Era Social Isolation among Older Adults - Geriatrics, 6(2), 52 ; Stephanie MacLeod, Rifky Tkatch, Sandra Kraemer, Annette Fellows, Michael McGinn, James Schaeffer, and Charlotte S. Yeh
Heterogeneity in preventive behaviors during COVID-19: Health risk, economic insecurity, and slanted information - Social Science & Medicine, Vol. 278 ; Su Hyun Shin, Hyunjung Ji and HanNa Lim
Adherence to Social-Distancing and Personal Hygiene Behavior Guidelines and Risk of COVID-19 Diagnosis: Evidence From the Understanding America Study. - American Journal of Public Health, 112, 169_178 ; Theresa Andrasfay, Qiao WuMIPM, Haena Lee and Eileen M. Crimmins
Consumer Response to Economic Impact Payments during the COVID-19 Pandemic and the Role of Subjective Assessments of Well-Being: A View from the U.S. Using a Rapid Response Survey - US Bureau of Labor Statistics: Office of Survey Methods Research, WP-540 ; Thesia Garner and Jake Schild
Race, Ethnicity, Nativity and Perceptions of Health Risk during the COVID-19 Pandemic in the US. - International Journal of Environmental Research and Public Health, 18(21) ; Thomas Jamieson, Dakota Caldwell, Barbara Gomez-Aguinaga and Cristián Doña-Reveco
Black Americans demonstrate comparatively low levels of depression and anxiety during the COVID-19 pandemic - PLoS ONE , 16(6): e0253654 ; Victoria Owens and Htay-Wah Saw
Racial Disparities in the Perceived Risk of COVID-19 and in Getting Needed Medical Care - Journal of Racial and Ethnic Health Disparities, ; Virender Kumar and William Encinosa
Mental associations with COVID-19 and how they relate to self-reported protective behaviors: A national survey in the United States. - Journal of Social Science and Medicine, 275: 113825 ; Wändi Bruine de Bruin, Katie Carman and Andrew Parker
Does Financial Knowledge at Older Ages Matter? Placing Income and Hardship in Context - Journal of Poverty, pp. 1-16 ; Y. Li, J.E. Mutchler, E.A. Miller, R. Tucker-Seeley and J.J. Xiao
Understanding Later-Life Financial Literacy in the Family, Community, and Social Environment Using the Socio-Ecological Framework - University of Massachusetts Boston, ProQuest Dissertations Publishing, 2021. 28419333. ; Yang Li
Stock return ignorance - Journal of Financial Economics, June 19 ; Yulia Merkoulova and Chris Veld
Does it pay to invest? The personal equity risk premium and stock market participation - Journal of Banking and Finance, June 20 ; Yulia Merkoulova and Chris Veld
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COVID-19 Changed Tastes for Safety-Net Programs - National Bureau of Economic Research , Paper No. 27865 ; Alex Rees-Jones, John D'Attoma, Amedeo Piolatto & Luca Salvadori
Measuring COVID-19 as Traumatic Stress: Initial Psychometrics and Validation - Journal of Loss and Trauma, Volume 26, 2021 - Issue 3, Pages 220-237 | ; A. Kira Ibrahim, Hanaa A. M. Shuwiekh, Kenneth G. Rice,J effrey S. Ashby, Sayed Ahmed Elwakeel, Mariam Sous Fahmy Sous, Amthal Alhuwailah, Shadia Bint
Know Your Epidemic, Know Your Response: COVID-19 in the United States - University of Pennsylvania Population Studies Center, March 31 ; Alberto Ciancio, Fabrice Kämpfen, Iliana V. Kohler, Daniel Bennett, Wändi Bruine de Bruin, Jill Darling, Arie Kapteyn, Jürgen Maurer and Hans-Peter Ko
Development of a Novel Survey to Measure the Impact of COVID-19 on Persons with Disabilities - OSF Preprints, May 27 ; Alec Bernard, Sara Weiss, Joshua D. Stein, Sheryl Ulin, Clive D
The Association Between High Mortgage Debt and Financial Well-Being in Old Age - Joint Center for Housing Studies Harvard University, ; Alexander Hermann, Christopher Herbert and Jennifer Molinksy
Mental Health Outcomes Associated with the COVID-19 Pandemic: Prevalence and Risk Factors in a Southern US State - Psychiatry Research, Volume 293, November 2020, 113476 ; Allen C.Sherman, Mark L Williams, Benjamin C. Amick, Teresa J. Hudson and Erick L. Messias
On Information and the Demand for Insurance - American Economic Association Annual Meeting 2020, January ; Amit Gandhi, Anya Samek and Ricardo Serrano-Padial
Step Up: An Evaluation of Question-Behavior Effects in Diabetes Footcare in Middle-Aged and Older Adults - Innovation in Aging, olume 4, Issue Supplement_1, 2020, Page 453 ; Anna Robertson, Katherine Johanson, Allison Walden, Rebecca Ingram, Lauren Schneider and Leilani Feliciano
Impact of consequence information on insurance choice - National Bureau of Economic Research , No. 28003 ; Anya Samek and Justin R. Sydnor
Tracking the Effect of the COVID-19 Pandemic on the Lives of American Households - Survey Research Methods, Vol. 14, no. 2, pp. 179-186 ; Arie Kapteyn, Marco Angrisani, Daniel Bennett, Wandi de Bruin, Jill Darling, Tania Gutsche, Ying Liu, Erik Meijer, Francisco Perez-Arce, Simone Schane
Open Probability‐Based Panels - Wiley StatsRef: Statistics Reference Online, January 7 ; Bernd Weiß, Marcel Das, Arie Kapteyn, Michael Bosnjak and Ines Schaurer
U.S. Consumers’ Use of Personal Checks: Evidence from a Diary Survey - Federal Reserve Bank of Atlanta, 2020-1 ; C. Greene, M. Hitczenko, B. Prescott and O. Shy
Mental Distress in the United States at the Beginning of the COVID-19 Pandemic - American Journal of Public Health, pp. e1-e7 ; C. Holingue, L.G. Kalb, K.E. Riehm, D. Bennett, A. Kapteyn, C.B. Veldhuis, R.M. Johnson, M.D. Fallin, F. Kreuter, E.A. Stuart and J. Thrul
Anti-Asian discrimination and the Asian-white mental health gap during COVID-19 - Ethnic and Racial Studies, Volume 44, 2021 - Issue 5: pages 819-835 ; Cary Wu, Yue Qian and Rima Wilkes
Associations of Household Structure and Presence of Children in the Household with Mental Distress during the COVID-19 Pandemic - arXiv, Preprint ; Emily Smail, Kira Riehm, Cindy Veldhuis, Renee M. Johnson, Calliope Holingue, Elizabeth Stuart, Luke Kalb and Johannes Thrul
Media trust and infection mitigating behaviours during the COVID-19 pandemic in the USA - BMJ Global Health, Volume 5, Issue 10 ; Erfei Zhao, Qiao Wu, Eileen M Crimmins and Jennifer A Ailshire
Explaining the rise and fall of psychological distress during the COVID‐19 crisis in the United States: Longitudinal evidence from the Understanding America Study - British Journal of Health Psychology , Volume26, Issue2 May 2021 Pages 570-587 ; Eric Robinson and Michael Daly
COVID-19 Social Distancing Measures and Loneliness among Older Adults - Innovation in Aging, Supplement 1: pp. 939 ; Eun Young Choi, Matthew Farina, Qiao Wu and Jennifer Ailshire
Disruption as Antecedent to New Business Startup: A Study of Entrepreneurship Using the Understanding America Study - Innovation in Aging , Volume 4, Issue Supplement_1, 2020, Page 460 ; Felichism Kabo, Stewart Thornhill and Elizabeth Isele
Effect of Financial Literacy on Starting a New Business: Using Survival Analysis to Examine Differences between Older and Younger Entrepreneurs - Esic Market Economics and Business Journal, Num. 169 Vol 52, Issue 2 ; Felichism W. Kabo
Gender Differences in Couples’ Division of Childcare, Work and Mental Health During COVID-19 - USC CESR-Schaeffer Working Paper Series, Paper No. 2020-003 ; Gema Zamarro and Maria J. Prados
Using Subjective and Objective Measures of Financial Situation to Improve Program Outcomes for Older Adults - Innovation in Aging, Volume 4, Issue Supplement_1, 2020, Page 731 ; Hector Ortiz and Jan Mutchler
Panel 6: Retirement Finances - Retirement and Disability Research Consortium 22nd Annual Meeting, August 6 ; James Choi and Anqi Chen
What are the Conditions Associated with Subscore Added Value Noninvariance? Implications for Improving Subscore Interpretation Fairness - Educational Measurement: Issues and Practice, Spring 2021, Vol 40, No 1, pp 69-78 ; Joseph A. Rios and Alejandra A. Miranda
Age Differences in the Relationship between Threatening and Coping Mechanisms and Preventive Behaviors in the Time of COVID-19: Protection Motivation Theory. - Research in Psychotherapy: Psychopathology, Process and Outcome, eCollection 2020 Dec 31. ; Jung Ki Kim and Eileen Crimmins
How does age affect personal and social reactions to COVID-19: Results from the national Understanding America Study - PLOS ONE, e0241950 ; Jung Ki Kim and Eileen M. Crimmins
Association between psychological resilience and changes in mental distress during the COVID-19 pandemic - Journal of Affective Disorders, Volume 281, pp 279-288 ; K.E. Riehm, S.G. Brenneke, L.B. Adams, D. Gilan, K. Lieb, A.M. Kunzler, E.J. Smail, C. Holingue, E.A. Stuart, L.G. Kalb and J. Thrul
Perceptions, Knowledge, and Behaviors Related to COVID-19 Among Social Media Users: Cross-Sectional Study - Journal of Medical Internet Research, Vol 22, No 9 (2020): September ; Khawla F. Ali, Simon Whitebridge, Mohammad H. Jamal, Mohammad Alsafy and Stephen L. Atkin
How Age Affects Personal and Social Reactions to COVID-19: Results from the National Understanding America Survey - Innovation in Aging, 4(Suppl 1): 948. ; Kim, Jung Ki and Eileen Crimmins
Associations Between Media Exposure and Mental Distress Among U.S. Adults at the Beginning of the COVID-19 Pandemic - American Journal of Preventive Medicine, Volume 59, Issue 5, November 2020, Pages 630-638 ; Kira E.Riehm, Luther G.Kalb, Daniel Bennett, Arie Kapteyn, Qin Jiang, Cindy Veldhuis, Renee M.Johnson, M. Daniele Fallin, Frauke Kreuter, Elizabeth A.
The Business of Pandemics: The COVID-19 Story - CRS Press, ISBN 9780367557423 ; Laura Hamilton and Darleen Opfer
2020 Findings from the Diary of Consumer Payment Choice - Federal Reserve System, July ; Laura Kim, Raynil Kumar and Shaun O’Brien
Panel 3: Health Risks for Work and Finances. - Retirement and Disability Research Consortium 22nd Annual Meeting, August 6 ; Lauren Hersch Nicholas
Marital Status and Gender Differences in End-of-Life Planning - Innovation in Aging, Supplement 1: pp. 453 ; Lauren Stratton, Naomi Meinertz and Suzanne Bartholomae
Sample bias related to household role - Journal of Survey Statistics and Methodology, Volume 9, Issue 4, September 2021, Pages 891–918 ; M. Hitczenko
Cognitive Ability, Cognitive Aging, and Debt Accumulation - University of Michigan Retirement and Disability Research Center, No. 411 ; Marco Angrisani, Jeremy Burke and Arie Kapteyn
Subjective Expectations, Social Security Benefits, and the Optimal Path to Retirement - Michigan Retirement Research Center Research Paper , No. 2019-405 ; María Prados and Arie Kapteyn
Impact of Immigrant Origin Home Country Level of Financial Access and Inclusion on Immigrant US Financial Literacy Scores - Ohio State University, ; Mary Conway
Psychological distress and adaptation to the COVID-19 crisis in the United States - PsyArXiv Preprints, July 21 ; Michael Daly and Eric Robinson
Psychological distress and adaptation to the COVID-19 crisis in the United States - Journal of Psychiatric Research, October 23 ; Michael Daly and Eric Robinson
Cognitive Assessment At Medicare’s Annual Wellness Visit In Fee-For-Service And Medicare Advantage Plans - Health Affairs, Vol. 39, no. 11 ; Mireille Jacobson, Johanna Thunell and Julie Zissimopoulos
The thick skin bias in judgments about people in poverty - Behavioural Public Policy, pp 1-26 ; Nathan Cheek and Eldar Shafir
Heard immunity: effective persuasion for a future COVID-19 vaccine - Sol Price School of Public Policy, September 4 ; Nicolas Duquette
"Heard" immunity: Messages emphasizing the safety of others increase intended uptake of a COVID-19 vaccine in some groups - Covid Economics, Issue 52 ; Nicolas Duquette
The impact of financial insecurity on the self-employed’s short-term psychological distress: Evidence from the COVID-19 pandemic - Journal of Business Venturing Insights, Volume 14, November 2020, e00206 ; Pankaj C.Patel and Cornelius A.Rietveld
Aging-Related Changes in Decision Making - The Aging Consumer: Perspectives from Psychology and Marketing, Chapter 4 ; Pär Bjälkebring and Ellen Peters
Reversing Reserves - Draft, April 1 ; Parag A. Pathak, Alex Rees-Jones and Tayfun Sönmez
How are Informal Caregivers Adapting to COVID19? Preliminary Results of an Online Survey - Innovation in Aging, Volume 4, Issue Supplement_1, 2020, Page 948 ; Ranak Trivedi, Madhuvanthi Suresh, Rashmi Risbud, Marika Humber, Josephine Jacobs and Samuel Thomas
Identifying What Investors Value in a Financial Adviser: Uncovering Opportunities and Pitfalls - Journal of Financial Planning Association, July ; Ryan O. Murphy, Samantha Lamas and Ray Sin
Understanding America: Unequal Economic Returns of Years of Schooling in Whites and Blacks - World journal of educational research, 7(2): 78–92. ; Shervin Assari
Comparability of emotion dynamics derived from Ecological Momentary Assessments, daily diaries, and the Day Reconstruction Method: observational study. - Journal of Medical Internet Research, Vol 22, No 9 (2020): September ; Stefan Schneider, Doerte Junghaenel, Tania Gutsche, Hio Wa Mak and Arthur Stone
COVID-19 Transition: Does virtual exercise maintain physical function? - Innovation in Aging, Volume 4, Issue Supplement_1, 2020, Page 939 ; Stephen Jennings, Kenneth Manning, Megan Pearson, Catalin Mateas, Katherine Hall, Janet Bettger and Miriam Morey
Caregivers’ Mental Health and Somatic Symptoms During Covid-19 - The Journals of Gerontology, Series B, Volume 76, Issue 4, April 2021, Pages e235–e240 ; Sung Park
Symptoms of Anxiety and Depression Among Community Dwelling Older Adults: Impact of Covid-19 - Proceedings of IMPRS, 3(1) ; Tara Seibert, Anthony Perkins and Nicole Fowler
Age differences in COVID-19 risk perceptions and mental health: Evidence from a national US survey conducted in March 2020. - Journal of Gerontology Series B: Psychological Sciences, Volume 76, Issue 2, February 2021, Pages e24–e29 ; Wandi Bruine de Bruin
Effect of mortality salience on charitable donations: Evidence from a national sample - Psychology and Aging, ISSN 0882-7974 ; Wandi Bruine de Bruin and Aulona Ulqinaku
Relationships between initial COVID-19 risk perceptions and protective health behaviors: A national survey. - American Journal of Preventive Medicine, Volume 59, Issue 2, August 2020, Pages 157-167 ; Wandi Bruine de Bruin and Daniel Bennett
Physical Activity and Sedentary Behavior During COVID-19: Trajectory and Moderation by Personality - Social Psychological and Personality Science, Volume: 12 issue: 6, page(s): 1103-1109 ; Yannick Stephan, Antonio Terracciano, Martina Luchetti, Damaris Aschwanden, Ji Hyun Lee, Amanda A. Sesker, Jason E. Strickhouser and Angelina R. Sutin
Association between state stay-at-home orders and risk reduction behaviors and mental distress amid the COVID-19 pandemic - Preventive Medicine, Volume 141, December 2020, 106299 ; Ying Liu and Soeren Mattke
Perceived discrimination and mental distress amid the COVID-19 pandemic: Evidence from the Understanding America Study - American Journal of Preventive Medicine, Volume 59, Issue 4, October 2020, Pages 481-492 ; Ying Liu, Brian Finch, Savannah G.Brenneke, Kyla Thomas, Phuong Thao D. Le
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Labor Supply and the Value of Non-Work Time: Experimental Estimates from the Field - American Economic Review, Vol. 1, No. 1, June 2019 (pp. 111-26) ; Alexandre Mas and Amanda Pallais
A review of new technologies and data sources for measuring household finances: Implications for total survey error - Understanding Society at the Institute for Social and Economic Research, No. 2019-02 ; Annette Jäckle, Alessandra Gaia, Carli Lessof, and Mick P. Couper
Advantages and disadvantages of field experiments - Handbook of Research Methods and Applications in Experimental Economics, pp 104–120 ; Anya Samek
Using Vignettes to Improve Understanding of Social Security and Annuities - National Bureau of Economic Research, No. 26176 ; Anya Samek, Arie Kapteyn and Andre Gray
MTurk Participants Have Substantially Lower Evaluative Subjective Well-Being Than Other Survey Participants - Computers in Human Behavior, Vol. 94: 1-8 ; Arthur Stone, Marta Walentynowicz, Stefan Schneider, Doerte Junghaenel and Cheng K. Wen
The Gender Gap in 'Bitcoin Literacy' - Journal of Behavioral and Experimental Finance, Volume 22, June 2019, Pages 129-134 ; Christina E. Bannier, Tobias Meyll, Florian Röder and Andreas Walter
Despite high objective numeracy, lower numeric confidence relates to worse financial and medical outcomes - Proceedings of the National Academy of Sciences of the United States of America, PNAS September 24, 2019 116 (39) 19386-19391 ; Ellen Peters, Mary Kate Tompkins, Melissa A. Z. Knoll, Stacy P. Ardoin, Brittany Shoots-Reinhard, and Alexa Simon Meara
Decision Making under Uncertainty: An Experimental Study in Market Settings - arXiv, No. 1911.00946 ; Federico Echenique, Taisuke Imai and Kota Saito
The potential impact of policies to reduce Social Security funding shortfalls on consumers - Journal of Pension Economics & Finance, Volume 20 , Special Issue 4: New Longitudinal Data for Retirement Analysis and Policy , October 2021 , pp. 482 - 495 ; Francisco Perez-Arce, Lila Rabinovich and Joanne Yoong
The effect of informational prompts about survivor benefits for spouses on Social Security claim intentions. - Journal of Pension Economics & Finance, Volume 20 , Special Issue 4: New Longitudinal Data for Retirement Analysis and Policy , October 2021 , pp. 504 - 515 ; Francisco Perez-Arce, Lila Rabinovich, Anya Samek and Joanne Yoong
Three Little Words? The Impact of Social Security Terminology. - Center For Economic and Social Research, Paper No. 2019-005 ; Francisco Perez-Arce, Lila Rabinovich, Joanne Yoong and Laith Alattar
Schooling and Civic Behavior: A Global Perspective - University of Arkansas, Department of Education Reform ; Ian Kingsbury
Hispanics’ Knowledge of Social Security: New Evidence - Social Security Bulletin, Vol. 79 No. 4 ; Janice Peterson, Barbara A. Smith and Qi Guan
Behavioral Impediments to Valuing Annuities: Complexity and Choice Bracketing - Pension Research Council, WP2019-05 ; Jeffrey R. Brown, Arie Kapteyn, Erzo Luttmer, Olivia S. Mitchell and Anya Samek
Risky Insurance: Insurance Portfolio Choice with Incomplete Markets - Society for Economic Dynamics, 2019 Meeting Papers, No. 1388 ; Joseph Briggs and Christopher Tonetti
Building a probability-based online panel: Life in Australia - CSRM and SRC Methods Papers, NO. 2/2019 ; L. Kaczmirek, B. Phillips, DW Pennay, PJ Lavrakas and D. Neiger
The Use of Longitudinal Data on Social Security Program Knowledge - Social Security Bulletin, Vol. 79 No. 4: 1-12 ; Laith Alattar, Matt Messel, David Rogofsky and Mark A. Sarney
Complexity and Sophistication. - National Bureau of Economic Research , No. w26036 ; Leandro Carvalho and Dan Silverman.
Misfortune and Mistake: The Financial Conditions and Decision-making Ability of High-cost Loan Borrowers - National Bureau of Economic Research, No. w26328 ; Leandro Carvalho, Arna Olafsson and Dan Silverman
Improving understanding of the retirement earnings test - Journal of Pension Economics & Finance, Volume 20 , Special Issue 4: New Longitudinal Data for Retirement Analysis and Policy ; Lila Rabinovich and Francisco Perez-Arce
Consumer fraud victimization and financial well-being - Journal of Economic Psychology, Volume 76, January 2020, 102243 ; Lukas Brenner, Tobias Meyll, Oscar Stolper and Andreas Walter
Experimental and Longitudinal Data for Scientific and Policy Research: Open Access to Data Collected - Data-Driven Policy Impact Evaluation: How Access to Microdata is Transforming Policy Design, pp 131-146 ; Marcel Das and Marike Knoef
What you think you know can hurt you: under/over confidence in financial knowledge and preparedness for retirement. - Journal of Pension Economics & Finance, Volume 20 , Special Issue 4: New Longitudinal Data for Retirement Analysis and Policy ; Marco Angrisani and Maria Casanova
Willing to Pay for Security: A Discrete Choice Experiment to Analyse Labour Supply Preferences - LSE Centre for Economic Performance, CEP Discussion Paper No 1632 ; Nikhil Datta
Goals-Based Financial Planning: How Simple Lists Can Overcome Cognitive Blind Spots - Journal of Financial Planning, Vol. 32, Iss. 7, (Jul 2019): 34-43. ; Ray Sin, Ryan Murphy and Samantha Lamas
Do Americans Want to Tax Wealth? Evidence from Online Surveys. - , ; Raymond Fisman, Keith Gladstone, Ilyana Kuziemko and Suresh Naidu
Social construction of target population: A quantitative application of Schneider and Ingram - American Association of Behavioral and Social Sciences, Annual meeting ; Richard Chard, Matthew MesselMatthew Messel, David Rogofsky and Kristi Scott
Essays in Household Finance and FinTech - Justus-Liebig-University Gießen, Dissertation ; Tobias Meyll
We Are All Behavioral, More or Less: Measuring and Using Consumer-level Behavioral Summary Statistics - National Bureau of Economic Research, No. 25540 ; Victor Stango and Jonathan Zinman
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Using Consequence Messaging to Improve Understanding of Social Security - 20th Annual Joint Meeting of the Retirement Research Consortium, August 2-3 ; Anya Savikhin Samek and Arie Kapteyn
Exploring the relationships between impatience, savings automation, and financial welfare - Financial Planning Review, Volume 1, Issue 3-4 e1020 ; Brianna Middlewood, Alycia Chin, Heidi Johnson and Melissa Knoll
The Gender Gap in 'Bitcoin Literacy' - BSFA Working Paper Series, No. 9 ; Christina E. Bannier, Tobias Meyll, Florian Röder and Andreas Walter
The 2016 and 2017 surveys of consumer payment choice: summary results - Federal Reserve Bank of Boston Research Data Reports, No. 18-3 ; Claire Greene and Joanna Stavins
Insight into the Earned Income Tax Credit and Tax-Advantaged Retirement Savings - Social Security Bulletin, Vol. 78 No. 2: 1-12 ; David Rogofsky, Richard E. Chard, and Joanne Yoong
Personality as a Predictor of Unit Nonresponse in an Internet Panel - Sociological Methods and Research, Volume: 49 issue: 3, page(s): 672-698 ; Gema Zamarro, Albert Cheng, and Bart Orriens
Irrational Expectations Concerning Future Social Security Benefits: United States, Canada, and Ireland - 16th International Workshop on Pensions, Insurance and Savings , 16th International Workshop on Pensions, Insurance and Savings ; John Turner, Sasai Zhang, Gerard Hughes, and David M. Rajnes
Social Security Household Benefits: Measuring Program Knowledge - University of Michigan Retirement Research Center (MRRC), WP 2018-384, Project #: R-UM18-05 ; Katherine G. Carman and Angela A. Hung
An Introduction to the Understanding America Study Internet Panel. - Social Security Bulletin, Vol. 78 No. 2: 13–28 ; Laith Alattar, Matt Messel, and David Rogofsky
Open Probability-Based Panel Infrastructures - The Palgrave Handbook of Survey Research (Palgrave Macmillan), pp 199-209 ; Marcel Das, Arie Kapteyn and Michael Bosnjak
The 2016 and 2017 Surveys of Consumer Payment Choice: Technical Appendix - Federal Reserve Bank of Boston Research Data Reports, Technical Appendix ; Marco Angrisani, Kevin Foster and Marcin Hitczenko
Asking about social circles improves election predictions - Nature Human Behaviour, 2, pages 187–193 (2018) ; Mirta Galesic, Wändi Bruine de Bruin, Marion Dumas, Arie Kapteyn, Jill Darling and Erik Meijer
2018 Findings from the Diary of Consumer Payment Choice - Federal Reserve Bank of Boston Research Data Reports, November 1 ; Raynil Kumar, Tayeba Maktabi and Shaun O'Brien
Measuring Consumer Expenditures with Payment Diary Surveys - Journal of Economic Inquiry, Vol. 56, Issue 1, pp. 13-49 ; Scott Schuh
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Valuing Alternative Work Arrangements - American Economic Review, Vol 07 No. 12: 3722-59 ; Alexandre Mas and Amanda Pallais
The Association between Personality Traits and Voting in the 2016 US Presidential Election. - CESR-Schaeffer Working Paper, No. 2017-002 ; Anya Savikhin Samek
Demographic Bias Correction for Social Media Data - University of Southern California, Dissertation ; Christopher Wienberg
Comparing and Validating Measures of Non-cognitive Traits: Performance Task Measures and Self-Reports from a Nationally Representative Internet Panel - Journal of Behavioral and Experimental Economics, Volume 72, February 2018, Pages 51-60 ; Gema Zamarro, Albert Cheng, M. Danish Shakeel, and Colin Hitt.
Understanding the Determinants of Financial Outcomes and Choices: The Role of Noncognitive Abilities. - BIS Working Paper No. 640, No. FIN-2017-1193 ; Gianpaolo Parise and Kim Peijnenburg.
Silencing the seventh trumpet: Analyzing the effect of private schooling on voting behavior - UARK Education Reform Working Paper, 2017-23 ; Ian Kingsbury
Recruitment strategies for a probability-based online panel: Effects of interview length, question sensitivity, incentives and interviewers - University of Mannheim, Dissertation ; Ines Schaurer
Behavioral Impediments to Valuing Annuities: Evidence on the Effects of Complexity and Choice Bracketing - National Bureau of Economic Research, No. w24101. ; Jeffrey R. Brown, Arie Kapteyn, Erzo FP Luttmer, Olivia S. Mitchell, and Anya Savikhin Samek
Using Informatics to Examine How Knowledge Influences Retirement Savings Behavior. - The 8th International Multi-Conference on Complexity, Informatics and Cybernetics., Orlando, Florida March 21 ; Joanne Yoong, Richard Chard, and David Rogofsky
Social Security Claiming Decisions: Survey Evidence - National Bureau of Economic Research, No. w23729. ; John B. Shoven, Sita Nataraj Slavov, and David A. Wise.
Taking the Biggest First: Age Differences in Preferences for Monetary and Hedonic Sequences - Journals of Gerontology-Series B Psychological Sciences and Social Sciences, Series B, 74 (6). gbx160. pp. 964-974. ISSN 1079-5014 ; JoNell Strough, Wändi Bruine de Bruin, and Andrew M. Parker
Evaluating How Child Allowances and Daycare Subsidies Affect Fertility - CFS Working Paper Series, No. 568. ; Joshua R. Goldstein, Christos Koulovatianos, Jian Li, and Carsten Schröder.
Is Debt Good or Bad for a Comfortable Retirement? Exploring the Relationship between Consumer Debt and Retirement Preparedness - American Council on Consumer Interests (ACCI) Annual Conference, Volume 63, 2017 ; Laith Alattar, Jeremy Elder, and David Rogofsky.
Hispanics’ Understanding of Social Security and the Implications for Retirement Security: A Qualitative Study - Social Security Bulletin, Vol. 77 No. 3 ; Lila Rabinovich, Janice Peterson, and Barbara A. Smith
Perceptions of social circles shape and reflect voting intentions: A longitudinal survey. - American Association for Public Opinion Research., New Orleans, LA. May 19 ; Mirta Galesic and Wändi Bruine de Bruin
Mounting Multiple Experiments on Longitudinal Social Surveys: Design and Implementation Considerations - Understanding Society at the Institute for Social and Economic Research, No. 2017-05 ; Peter Lynn and Annette Jäckle
Wealthy or Wise: How Knowledge Influences Retirement Savings Behavior - Journal of Behavioral and Social Sciences, JBSS 4.3 ; Richard Chard, David Rogofsky, and Joanne Yoong
U.S. Consumers’ Awareness and Use of Marketplace Lending - Current Policy Perspectives, No. 17-7 ; Robert Adams, Tim Dore, Claire Greene, Tracy Mach, and Jason Premo
U.S. consumer cash use, 2012–2015: an introduction to the diary of consumer payment choice - International Cash Conference 2017: The War on Cash: Is there a Future for Cash?, Deutsche Bundesbank p349 ; Scott Schuh, Claire Greene and Shaun O’Brien
Effects of pro- vs. anti-vaccine narratives on responses by recipients varying in numeracy: A cross-sectional survey-based experiment - Annual European conference of the Society for Risk Analysis, Lisbon, Portugal. June 21 ; Wändi Bruine de Bruin, Annika Wallin, Andrew M. Parker, JoNell Strough, and Janel Hanmer
Effects of pro- vs. anti-vaccine narratives on responses by recipients varying in numeracy - Annual European conference of the Society for Medical Decision Making, London, UK. June 13 ; Wändi Bruine de Bruin, Annika Wallin, Andrew M. Parker, JoNell Strough, and Janel Hanmer
Effects of Anti-Versus Pro-Vaccine Narratives on Responses by Recipients Varying in Numeracy: A Cross-Sectional Survey-Based Experiment - Medical Decision Making, May 5 ; Wändi Bruine de Bruin, Annika Wallin, Andrew M. Parker, JoNell Strough, and Janel Hanmer
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Personality as a Predictor of Unit Nonresponse in Panel Data: An Analysis of an Internet-based Survey - CESR-Schaeffer Working Paper , No. 2016-014 ; Albert Cheng, Gema Zamarro, and Bart Orriens
Dual-System Theories of Decision Making: Analytic Approaches and Empirical Tests - Ohio State University, Dissertation ; Aleksandr Sinayev
Comparing and Validating Measures of Character Skills: Findings from a Nationally Representative Sample. - UARK Education Reform Working Paper, No. 2016-08 ; Gema Zamarro, Albert Cheng, M. Danish Shakeel, and Colin Hitt.
National Survey Indicates that Individual Vaccination Decisions Respond Positively to Community Vaccination Rates - PLoS ONE, 11.11 ; John Romley, Prodyumna Goutam, and Neeraj Sood
What Were They Thinking? Reducing Sunk-Cost Bias in a Life-Span Sample - Psychology and Aging, Vol. 31 No. 7: 724 ; JoNell Strough, Wändi Bruine de Bruin, Andrew M. Parker, Tara Karns, Philip Lemaster, Nipat Pichayayothin, Rebecca Delaney, and Rachel Stoiko
Preparing for Retirement, Social Security Literacy and Information preferences among Hispanics: A Qualitative Study - CESR-Schaeffer Working Paper Series, No. 2016-012 ; Lila Rabinovich, Janice Peterson, Barbara Smith, Tania Gutsche, and Mallory Montgomery
Wealthy or Wise: Social Security Knowledge, Retirement Savings Behavior and the Earned Income Tax Credit - Midwest Political Science Association Annual Meeting, Las Vegas, Nevada, February 2 ; Richard Chard, David Rogofsky, and Joanne Yoong
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Cognitive Reflection vs. Calculation in Decision Making - Frontiers in Psychology, 6:532 ; Aleksandr Sinayev and Ellen Peters
The Role of Time Preferences and Exponential-Growth Bias in Retirement Savings - National Bureau of Economic Research, No. w21482 ; Gopi Shah Goda, Matthew Levy, Colleen Flaherty Manchester, Aaron Sojourner, and Joshua Tasoff
The Effect of Public and Private Schooling on Anti-Semitism - UARK Education Reform Working Paper, No. 2015-010 ; Jay P. Greene and Cari A. Bogulski
What Do People Know About Social Security? - CESR-Schaeffer Working Paper, No. 2015-022 ; Joanne Yoong, Lila Rabinovich, and Saw Htay Wah
Use of Internet panels to conduct surveys - Behavior Research Methods, 47, pages 685–690 (2015) ; Ron D. Hays, Liu Honghu, and Arie Kapteyn
US Consumers’ Adoption and Use of Bitcoin and other Virtual Currencies - Banque du Canada, ; Scott Schuh and Oz Shy