Algorithms and Decision-making

References

1. 1. Abadie, Alberto,
   2. Susan Athey,
   3. Guido W. Imbens, and
   4. Jeffery M. Wooldridge.

   2023. “When Should You Adjust Standard Errors for Clustering?” The Quarterly Journal of Economics 138(1): 1-35.

   OpenUrlCrossRef
2. AFSCME. 2016.“Cost savings from reasonable child welfare workloads.” Washington, DC: AFSCME Department of Research and Collective Bargaining Services. Retrieved May 16, 2025, from https://ncwwi.org/files/Job_Analysis__Position_Requirements/Cost_Savings_from_Reasonable_Child_Welfare_Workloads.pdf.
3. 1. Albright, Alex .

   2019. “If You Give a Judge a Risk Score: Evidence from Kentucky Bail Decisions.” Working Paper. Retrieved May 16, 2025, from https://thelittledataset.com/about_files/albright_judge_score.pdf
4. 1. Arnold, David ,
   2. Will Dobbie, and
   3. Peter Hull.

   2021. “Measuring racial discrimination in algorithms.” AEA Papers and Proceedings 111: 49-54.

   OpenUrl
5. 1. Bald, Anthony ,
   2. Eric Chyn,
   3. Justine Hastings, and
   4. Margarita Machelett.

   2022a. “The Causal Impact of Removing Children from Abusive and Neglectful Homes.” Journal of Political Economy 130(7): 1717-1991.

   OpenUrlPubMed
6. 1. Bald, Anthony,
   2. Joseph J. Doyle Jr.,
   3. Gross Max, and
   4. Brian A. Jacob.

   2022b. “Economics of Foster Care.” Journal of Economic Perspectives 36(2): 223-246.

   OpenUrl
7. 1. Baron, E. Jason,
   2. Ezra G. Goldstein ,
   3. Cullen T.Wallace.

   2020.“Suffering in silence: How COVID-19 school closures inhibit the reporting of child maltreatment.” Journal of Public Economics 190: 104258.

   OpenUrlCrossRefPubMed
8. 1. Baron, E. Jason, and
   2. Gross Max.

   2022. “Is There a Foster Care-to-Prison Pipeline? Evidence from Quasi-Randomly Assigned Investigators.” NBER Working Paper No. 29922.
9. 1. Brown, Samantha M.,
   2. Rebecca Orsi,
   3. Pang Ching Bobby Chen,
   4. Courtney L. Everson , and
   5. John Fluke.

   (2022).“The Impact of the COVID-19 Pandemic on Child Protection System Referrals and Responses in Colorado, USA”. Child Maltreatment 27(1): 3-11.

   OpenUrlPubMed
10. 1. Bruce, Jacqueline ,
    2. Philip A. Fisher ,
    3. Katherine C. Pears , and
    4. Seymour Levine .

    2009. “Morning cortisol Levels in preschool-aged foster children: Differential effects of maltreatment type.” Developmental Psychobiology 51(1): 14-23.

    OpenUrlCrossRefPubMedWeb of Science
11. 1. Bullinger, Lindsey Rose ,
    2. Kerri M. Raissian,
    3. Megan Feely, and
    4. William J. Schneider.

    2021. “The neglected ones: Time at home during COVID-19 and child maltreatment.” Children and Youth Services Review 131: 106287.

    OpenUrlCrossRefPubMed
12. 1. Cameron, A. Colin, and
    2. Douglas L. Miller.

    2015. “A practitioner’s guide to cluster-robust inference.” Journal of Human Resources 50(2): 317-372.

    OpenUrlAbstract/FREE Full Text
13. Child Welfare Information Gateway. 2016. “Caseload and workload management.” Washington, DC: Children’s Bureau, Issue Brief. Retrieved May 16,2025, from https://ncwwi.org/files/Job_Analysis__Position_Requirements/case_work_management.pdf.
14. 1. Clarke, Damian,
    2. Joseph P. Romano,
    3. Michael Wolf .

    2020 “The Romano-Wolf Multiple Hypothesis Correction in Stata.” The Stata Joulrnal20(4): 812-843.

    OpenUrl
15. 1. Currie, Janet, and
    2. Cathy Spatz Widom .

    2010. “Long-Term Consequences of Child Abuse and Neglect on Adult Economic Well-Being.” Child Maltreatment 15(2): 111-120.

    OpenUrlCrossRefPubMedWeb of Science
16. 1. Currie, Janet, and
    2. Erdal Tekin .

    2012. “Understanding the Cycle Childhood Maltreatment and Future Crime.” Journal of Human Resources 47(2): 509-549.

    OpenUrlAbstract/FREE Full Text
17. 1. Doyle, Joseph J.

    2007 “Child Protection and Child Outcomes: Measuring the Effects of Foster Care.” American Economic Review 97(5): 1583-1610.

    OpenUrlCrossRefPubMed
18. 1. Doyle, Joseph J.

    2008. “Child Protection and Adult Crime: Using Investigator Assignment to Estimate Causal Effects of Foster Care.” Journal of Political Economy116(4):746-770.

    OpenUrlCrossRefWeb of Science
19. 1. Doyle, Joseph J.

    2013. “Causal Effects of Foster Care: An Instrumental-Variables Approach.” Children and Youth Services Review 35(7): 1143-51.

    OpenUrlCrossRef
20. 1. Edwards, Frank, and
    2. Christopher Wildeman .

    2018. “Characteristics of the front-line child welfare workforce.” Children and Youth Services Review89: 13-26.

    OpenUrl
21. 1. Fang, Xiangming,
    2. Derek S. Brown,
    3. Curtis S. Florence, and
    4. James A. Mercy .

    2012. “The economic burden of child maltreatment in the United States and implications for prevention.” Child Abuse &Neglect 36(2): 156-165

    OpenUrlCrossRefPubMedWeb of Science
22. 1. Felitti, Vincent J.,
    2. Robert F. Anda,
    3. Dale Nordenberg,
    4. David F. Williamson,
    5. Allison M. Spitz,
    6. Valerie Edwards,
    7. Mary P. Koss, and
    8. James S. Marks.

    1998. “Relationship of Childhood Abuse and Household Dysfunction to Many of the Leading Causes of Death in Adults: The Adverse Childhood Experiences (ACE) Study.“ American Journal of Preventive Medicine 14(4): 245-258.

    OpenUrlCrossRefPubMedWeb of Science
23. 1. Finkelhor David,
    2. Heather A. Turner,
    3. Anne Shattuck, and
    4. Sherry L. Hamby .

    2013. “Violence, crime, and abuse exposure in a national sample of children and youth: an update.” JAMA Pediatrics 167(7): 614-21.

    OpenUrlPubMed
24. 1. Fluke, John D.,
    2. Tyler W. Corwin,
    3. Dana M. Hollinshead, and
    4. Erin J. Maher.

    2016. “Family preservation or child safety? Associations between child welfare workers’ experience, position, and perspectives.” Children and Youth Services Review 69: 210-218.

    OpenUrl
25. 1. Fong, Kelley .

    2019. “Neighborhood inequality in the prevalence of reported and substantiated child maltreatment.” Child Abuse & Neglect 90: 13-21.

    OpenUrlPubMed
26. 1. Griffiths, Austin,
    2. David Royse,
    3. Kaylee Culver,
    4. Kristine Piescher, and
    5. Yanchen Zhang.

    2017. “Who stays, who goes, who knows? A state-wide survey of child welfare workers.” Children and Youth Services Review 77: 110-117.

    OpenUrl
27. 1. Grimon, Marie-Pascale, and
    2. Christopher Mills.

    2025. “Better Together? A Field Experiment on Human-Algorithm Interaction in Child Protection.” Working paper. Retrieved May 16, 2025, from https://www.dropbox.com/scl/fi/cmwjmik400s8sqbp7dwct/GrimonMills.pdf?rlkey=l9la4ede9ww5v01ha30393r48&e=1&st=8d62ld3t&dl=0"
28. 1. Gross, Max, and
    2. E. Jason Baron .

    2022. “Temporary Stays and Persistent Gains: The Causal Effects of Foster Care.” American Economic Journal: Applied Economics 14(2): 170-199.

    OpenUrl
29. 1. Hughes, Sean, and
    2. Suzanne Lay .

    2012. “Direct services workers’ recommendations for child welfare financing and system reform.” Washington, DC: Child Welfare League of America. RetrivedMay 16, 2025, from https://www.cwla.org/wp-content/uploads/2014/05/DirectServiceWEB.pdf
30. 1. Kim, Hansung.

    2011. “Job conditions, unmet expectations, and burnout in public child welfare workers: How different from other social workers?” Children and Youth Services Review 33(2): 358-367.

    OpenUrlCrossRef
31. 1. Kim, Hyunil, and
    2. Brett Drake .

    2018. “Child maltreatment risk as a function of poverty and race/ethnicity in the USA.” International Journal of Epidemiology 47(3): 780-787.

    OpenUrlPubMed
32. 1. Kim, Hyosu, and
    2. Dennis Kao .

    2014. “A meta-analysis of turnover intention predictors among U.S. child welfare workers.” Children and Youth Services Review 47(3): 214-223.

    OpenUrlCrossRef
33. 1. Kim, Hyunil,
    2. Christopher Wildeman,
    3. Melissa Jonson-Reid, and
    4. Brett Drake .

    2017. “Lifetime Prevalence of Investigating Child Maltreatment Among US Children.” American Journal of Public Health 107(2): 274-280.

    OpenUrlCrossRefPubMed
34. 1. Kleinberg, John,
    2. Himabindu Lakkaraju,
    3. Jure Leskovec,
    4. Jens Ludwig, and
    5. Sendhil Mullainathan .

    2018. “Human Decisions and Machine Predictions.” The Quarterly Journal of Economics 133(1): 237-293.

    OpenUrlCrossRefPubMed
35. 1. Kleinberg, Jon,
    2. Sendhil Mullainathan, and
    3. Manish Ragavan .

    2017. “Inherent Trade-Offs in the Fair Determination of Risk Scores.” Proceedings of Innovations in Theoretical Computer Science.
36. 1. Obermeyer, Ziad,
    2. Brian Powers,
    3. Christine Vogeli, and
    4. Sendhil Mullainathan .

    2019. “Dissecting racial bias in an algorithm used to manage the health of populations.” Science 366 (6464): 447-453.

    OpenUrlAbstract/FREE Full Text
37. 1. Palusci, Vincent J., and
    2. Frank E. Vandervort .

    2014. “Universal reporting laws and child maltreatment report rates in large U.S. counties.” Children and Youth Services Review 38: 20-28.

    OpenUrl
38. 1. Putnam-Hornstein, Emily ,
    2. Barbara Needell,
    3. Bryn King, and
    4. Michelle Johnson-Motoyama.

    2013. “Racial and Ethnic Disparities: A Population-Based Examination of Risk Factors for Involvement with Child Protective Services.” Child Abuse & Neglect 37(1): 33-46.

    OpenUrlCrossRefPubMedWeb of Science
39. 1. Renov, Veronica,
    2. Lauren Risser,
    3. Rachel Berger ,
    4. Tammy Hurley,
    5. Andres Villaveces,
    6. Sarah DeGue,
    7. Abigail Katz,
    8. Cynterria Henderson,
    9. Kelly Premo,
    10. Janine Talis,
    11. Judy C. Chang, and
    12. Maya Ragavan.

    2022. “The impact of the COVID-19 pandemic on child protective services caseworkers and administrators.” Child Abuse & Neglect 130:105431.

    OpenUrlPubMed
40. 1. Roberts, Dorothy.

    2002. “Shattered Bonds: The Color of Child Welfare.” Civitas Books.
41. 1. Roberts, Kelsey V.

    2019. “Foster Care and Child Welfare.” PhD dissertation Clemson University. Retrieved May 16, 2025, from https://open.clemson.edu/all_dissertations/2375/
42. 1. Stevenson, Megan T., and
    2. Jennifer L. Doleac.

    2024. “Algorithmic Risk Assessment in the Hands of Humans.” American Economic Journal: Economic Policy 16(4): 382-414.

    OpenUrl
43. U.S. Department of Health and Human Services, Administration for Children and Families, Administration on Children, Youth and Families, Children߭s Bureau. 2021. Child Maltreatment 2019. Retrieved May 16,2025,from https://acf.gov/cb/report/child-maltreatment-2019
44. 1. Vaithianathan, Rhema ,
    2. Haley Dinh ,
    3. Allon Kalisher,
    4. Chamari Kithulgoda,
    5. Emily Kulick,
    6. Megh Mayur,
    7. Athena Ning, and
    8. Diana Benavides Prado.

    2019a. “Implementing a Child Welfare Decision Aide in Douglas County Methodology Report.” Centre for Social Data Analytics Report. Retrieved May 16, 2025,from https://csda.aut.ac.nz/__data/assets/pdf_file/0009/347715/Douglas-County-Methodology_Final_3_02_2020.pdf
45. 1. Vaithianathan, Rhema ,
    2. Emily Putnam-Hornstein,
    3. Matthew Stagner, and
    4. Elizabeth Weigensberg.

    2019b. “Predictive Risk Modeling for Child Protection.” Washington, DC: Mathematica Policy Research. Retrieved February 9, 2025,from https://www.mathematica.org/publications/predictive-risk-modeling-for-child-protection
46. 1. Warburton, William P.,
    2. Rebecca N. Warburton,
    3. Arthur Sweetman, and
    4. Clyde Hertzman.

    2014. “The Impact of Placing Adolescent Males into Foster Care on Education, Income Assistance, and Convictions.” Canadian Journal of Economics 47(1): 35-69.

    OpenUrl
47. 1. Weigensberg, Elizabeth,
    2. Nuzhat Islam,
    3. Jean Knab,
    4. Mary Grider,
    5. Jeremy Page, and
    6. Sarah Bardin.

    2022. “State Child Abuse and Neglect (SCAN) Policies Database Codebook 2019 Version 2.” Washington, DC: Office of Planning, Research, and Evaluation, Administration for Children and Families, U.S. Department of Health and Human Services. Retrieved May 16, 2025 from https://www.ndacan.acf.hhs.gov/datasets/pdfs_user_guides/dataset245-scan-2019-codebook.pdf
48. 1. Wildeman, Christopher,
    2. Natalia Emanuel,
    3. John M. Leventhal,
    4. Emily Putnam-Hornstein,
    5. Jane Waldfogel, and
    6. Hedwig Lee.

    2014. “The Prevalence of Confirmed Maltreatment Among US Children, 2004 to 2011.” JAMA Pediatrics 168(8): 706-713.

    OpenUrlPubMed
49. 1. Young, Alwyn.

    2019. “Channeling Fisher: Randomization Tests and the Statistical Inference of Seemingly Significant Experimental Results.” The Quarterly Journal of Economics 134(2): 557-598.

    OpenUrl