# Child, Family, and School Social Workers

US SOC code 21-1021. Markdown version of https://futurehistory.earth/timeline/21-1021

Also called: Child protective services worker, CPS worker, CPS investigator, CPS case manager, Child welfare worker.

## In brief

In May 2025, [BLS](https://www.bls.gov/oes/special-requests/oesm25nat.zip) counted **392,550** US child, family, and school social workers, with median pay of **$59,550** a year. Of the BLS counts since 2003, the May 2025 count is the highest. The earliest figure here is [an estimate](https://en.wikipedia.org/wiki/Child_protective_services) of **3,000** from 1900, not measured the same way as today's count. The last full technology era for child, family, and school social workers: Telehealth and virtual home visits, 2020 to 2024.

## What the sources say

### Official outlook

BLS projects employment to grow 4.4% from 2025 to 2035. Source: [BLS Employment Projections 2025-35](https://data.bls.gov/projections/nationalMatrix?queryParams=21-1021&ioType=o).

### AI exposure studies

- **30%** of this job's tasks are exposed to large language models. Not a forecast of job losses. [Eloundou and others, 2023](https://github.com/openai/GPTs-are-GPTs/blob/main/data/occ_level.csv)

Data as of BLS OEWS May 2025; BLS Employment Projections 2025-35. BLS publishes these counts as yearly survey snapshots and cautions against reading them as a precise trend. In May 2021 BLS changed how it estimates these counts (a model-based method using three years of survey data) and moved fully to the 2018 occupation codes, so part of a change across 2021 can come from the method rather than the work.

## Child, Family, and School Social Workers employment and pay by year

- On record since: 1875
- Latest US employment: 392,550 (May 2025). Source: BLS OEWS May 2025 [5]
- Latest US median pay: $59,550 (May 2025). Source: BLS OEWS May 2025 [12]
- Outlook: +4.4% by 2035. Source: BLS Employment Projections 2025-35 [30]

### In other countries

The latest figure each country's statistics agency publishes for this job. Each uses its own occupation definition, survey basis and currency, so the numbers are not directly comparable with each other or with the US figures.

- **United Kingdom** (UK SOC 2461)
  - Employment, 2025: 105,000. Source: ONS ASHE 2025 [8]. ONS Annual Survey of Hours and Earnings (Table 14): employee jobs in SOC 2461 Social workers, United Kingdom, 2025 (ASHE "number of jobs", thousands x1000; excludes self-employment). Open Government Licence v3.0.
  - Median pay, 2025: £42,708. Source: ONS ASHE 2025 [16]. ONS Annual Survey of Hours and Earnings (Table 14.7a): median gross annual pay for all employee jobs in SOC 2461 Social workers, United Kingdom, 2025. Open Government Licence v3.0.
- **Australia** (ANZSCO 2725)
  - Employment, 2025: 47,500. Source: ABS Labour Force Survey [9]. ABS Labour Force Survey (Detailed), table EQ08: employed persons in ANZSCO 2725 Social Workers, national (summed across sex and state/territory), annual average of 4 quarterly estimates.
  - Median pay, 2025: A$112,944. Source: ABS Employee Earnings May 2025 [17]. Annualised (x52) from A$2,172 median weekly earnings. ABS Survey of Employee Earnings and Hours, May 2025: median pay for full-time non-managerial employees paid at the adult rate, before tax. Surfaced via the Jobs and Skills Australia occupation profile.

### All 29 years of cited US data

| Year | US employment | Annual pay (median unless marked) | Source |
| --- | --- | --- | --- |
| 1900 | 3,000 (estimate) | n/a | Est., Wikipedia [1] |
| 1930 | 30,000 (estimate) | n/a | Est., Social Welfare History Project [2] |
| 1945 | 70,000 (estimate) | n/a | Est., Social Welfare History Project [3] |
| 1955 | n/a | $3,600 (estimate) | Est., NASW Foundation [10] |
| 1975 | 185,000 (estimate) | n/a | Est., Wikipedia [1] |
| 2000 | 266,570 | $31,470 | BLS OEWS 2000 [4] |
| 2003 | 256,160 | $33,810 | BLS OEWS May 2003 [5] |
| 2004 | 250,790 | $34,820 | BLS OEWS May 2004 [5] |
| 2005 | 256,430 | $35,350 | BLS OEWS May 2005 [5] |
| 2006 | 262,830 | $37,480 | BLS OEWS May 2006 [5] |
| 2007 | 265,090 | $38,620 | BLS OEWS May 2007 [5] |
| 2008 | 274,140 | $39,530 | BLS OEWS May 2008 [5] |
| 2009 | 277,670 | $39,960 | BLS OEWS May 2009 [5] |
| 2010 | 276,100 | $40,210 | BLS OEWS May 2010 [5] |
| 2011 | 276,510 | $40,680 | BLS OEWS May 2011 [5] |
| 2012 | 273,920 | $41,530 | BLS OEWS May 2012 [5] |
| 2013 | 276,760 | $42,120 | BLS OEWS May 2013 [5] |
| 2014 | 286,520 | $42,120 | BLS OEWS May 2014 [5] |
| 2015 | 294,080 | $42,350 | BLS OEWS May 2015 [5] |
| 2016 | 298,840 | $43,250 | BLS OEWS May 2016 [5] |
| 2017 | 306,370 | $44,380 | BLS OEWS May 2017 [5] |
| 2018 | 320,170 | $46,270 | BLS OEWS May 2018 [5] |
| 2019 | 327,710 | $47,390 | BLS OEWS May 2019 [5] |
| 2020 | 328,120 | $48,430 | BLS OEWS May 2020 [5] |
| 2021 | 340,050 | $49,150 | BLS OEWS May 2021 [5] |
| 2022 | 344,770 | $50,820 | BLS OEWS May 2022 [5] |
| 2023 | 352,160 | $53,940 | BLS OEWS May 2023 [5] |
| 2024 | 382,960 | $58,570 | BLS OEWS May 2024 (employment) [5]; BLS OEWS (pay) [13] |
| 2025 | 392,550 | $59,550 | BLS OEWS May 2025 [5] |

## Sources (109)

### Employment series

1. [Wikipedia -- Child protective services: history section (anticruelty societies, 1880-1902 expansion from 37 to 161 organizations)](https://en.wikipedia.org/wiki/Child_protective_services), Wikipedia
2. [Social Welfare History Project -- Child Welfare Overview (VCU): county child welfare boards, 1920s-1930s expansion](https://socialwelfare.library.vcu.edu/programs/child-welfarechild-labor/child-welfare-overview/), Virginia Commonwealth University Social Welfare History Project
3. [Social Welfare History Project -- National Association of Social Workers History (1917-1955): AASW membership growth and professionalization milestones](https://socialwelfare.library.vcu.edu/social-work/national-association-social-workers-history/), Virginia Commonwealth University Social Welfare History Project
4. [BLS OES 2000 national estimates (flat file)](https://www.bls.gov/oes/special-requests/oes00nat.zip), Bureau of Labor Statistics
5. BLS OEWS, national cross-industry estimates (flat file), Bureau of Labor Statistics. Editions: [2003](https://www.bls.gov/oes/special-requests/oesm03nat.zip), [2004](https://www.bls.gov/oes/special-requests/oesm04nat.zip), [2005](https://www.bls.gov/oes/special-requests/oesm05nat.zip), [2006](https://www.bls.gov/oes/special-requests/oesm06nat.zip), [2007](https://www.bls.gov/oes/special-requests/oesm07nat.zip), [2008](https://www.bls.gov/oes/special-requests/oesm08nat.zip), [2009](https://www.bls.gov/oes/special-requests/oesm09nat.zip), [2010](https://www.bls.gov/oes/special-requests/oesm10nat.zip), [2011](https://www.bls.gov/oes/special-requests/oesm11nat.zip), [2012](https://www.bls.gov/oes/special-requests/oesm12nat.zip), [2013](https://www.bls.gov/oes/special-requests/oesm13nat.zip), [2014](https://www.bls.gov/oes/special-requests/oesm14nat.zip), [2015](https://www.bls.gov/oes/special-requests/oesm15nat.zip), [2016](https://www.bls.gov/oes/special-requests/oesm16nat.zip), [2017](https://www.bls.gov/oes/special-requests/oesm17nat.zip), [2018](https://www.bls.gov/oes/special-requests/oesm18nat.zip), [2019](https://www.bls.gov/oes/special-requests/oesm19nat.zip), [2020](https://www.bls.gov/oes/special-requests/oesm20nat.zip), [2021](https://www.bls.gov/oes/special-requests/oesm21nat.zip), [2022](https://www.bls.gov/oes/special-requests/oesm22nat.zip), [2023](https://www.bls.gov/oes/special-requests/oesm23nat.zip), [2024](https://www.bls.gov/oes/special-requests/oesm24nat.zip), [2025](https://www.bls.gov/oes/special-requests/oesm25nat.zip)
6. ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 2442, United Kingdom. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0., Office for National Statistics. Editions: [2002](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2002/2002-table-14.zip), [2006](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2006consistentw_007methodology/2006-table-14.zip), [2010](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2010revised/2010-revised-table-14.zip), [2011](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2011revisedbasedonsoc2010/2011-revised-table-14.zip), [2015](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2015/table142015revised.zip), [2020](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2020revised/table142020revised.zip)
7. [ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 2461, United Kingdom, 2022. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0.](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2022revised/ashetable142022revised.zip), Office for National Statistics
8. [ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 2461, United Kingdom, 2025. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0.](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2025provisional/ashetable142025provisional.zip), Office for National Statistics
9. [ABS: Labour Force, Australia, Detailed, table EQ08 (Employed persons by Occupation unit group, ANZSCO 2013), latest release](https://www.abs.gov.au/statistics/labour/employment-and-unemployment/labour-force-australia-detailed/latest-release), Australian Bureau of Statistics

### Wage series

10. [NASW Foundation -- NASW History: founding 1955, seven predecessor organizations; professional wage standards for social workers in the mid-20th century](https://www.naswfoundation.org/Our-Work/The-NASW-Legacy-Project/NASW-History), NASW Foundation
11. [BLS OES 2000 national estimates (flat file)](https://www.bls.gov/oes/special-requests/oes00nat.zip), Bureau of Labor Statistics
12. BLS OEWS, national cross-industry estimates (flat file), Bureau of Labor Statistics. Editions: [2003](https://www.bls.gov/oes/special-requests/oesm03nat.zip), [2004](https://www.bls.gov/oes/special-requests/oesm04nat.zip), [2005](https://www.bls.gov/oes/special-requests/oesm05nat.zip), [2006](https://www.bls.gov/oes/special-requests/oesm06nat.zip), [2007](https://www.bls.gov/oes/special-requests/oesm07nat.zip), [2008](https://www.bls.gov/oes/special-requests/oesm08nat.zip), [2009](https://www.bls.gov/oes/special-requests/oesm09nat.zip), [2010](https://www.bls.gov/oes/special-requests/oesm10nat.zip), [2011](https://www.bls.gov/oes/special-requests/oesm11nat.zip), [2012](https://www.bls.gov/oes/special-requests/oesm12nat.zip), [2013](https://www.bls.gov/oes/special-requests/oesm13nat.zip), [2014](https://www.bls.gov/oes/special-requests/oesm14nat.zip), [2015](https://www.bls.gov/oes/special-requests/oesm15nat.zip), [2016](https://www.bls.gov/oes/special-requests/oesm16nat.zip), [2017](https://www.bls.gov/oes/special-requests/oesm17nat.zip), [2018](https://www.bls.gov/oes/special-requests/oesm18nat.zip), [2019](https://www.bls.gov/oes/special-requests/oesm19nat.zip), [2020](https://www.bls.gov/oes/special-requests/oesm20nat.zip), [2021](https://www.bls.gov/oes/special-requests/oesm21nat.zip), [2022](https://www.bls.gov/oes/special-requests/oesm22nat.zip), [2023](https://www.bls.gov/oes/special-requests/oesm23nat.zip), [2025](https://www.bls.gov/oes/special-requests/oesm25nat.zip)
13. [BLS OOH 2024-2034 -- Child, Family, and School Social Workers: 399,900 employed; median annual wage $58,570; +3.4% projected 2024-2034](https://www.bls.gov/ooh/community-and-social-service/social-workers.htm), Bureau of Labor Statistics
14. ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 2442, United Kingdom. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0., Office for National Statistics. Editions: [2002](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2002/2002-table-14.zip), [2006](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2006consistentw_007methodology/2006-table-14.zip), [2010](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2010revised/2010-revised-table-14.zip), [2011](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2011revisedbasedonsoc2010/2011-revised-table-14.zip), [2015](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2015/table142015revised.zip), [2020](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2020revised/table142020revised.zip)
15. [ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 2461, United Kingdom, 2022. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0.](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2022revised/ashetable142022revised.zip), Office for National Statistics
16. [ONS: Annual Survey of Hours and Earnings, Table 14.7a (Annual pay - Gross), 4-digit SOC 2461, United Kingdom, 2025. Office for National Statistics, Annual Survey of Hours and Earnings, Table 14. Licensed under the Open Government Licence v3.0.](https://www.ons.gov.uk/file?uri=/employmentandlabourmarket/peopleinwork/earningsandworkinghours/datasets/occupation4digitsoc2010ashetable14/2025provisional/ashetable142025provisional.zip), Office for National Statistics
17. [Jobs and Skills Australia: Social Workers (ABS Survey of Employee Earnings and Hours, May 2025)](https://www.jobsandskills.gov.au/data/occupation-and-industry-profiles/occupations/2725-social-workers), Jobs and Skills Australia / Australian Bureau of Statistics

### Tool eras

18. [University of Michigan School of Social Work -- "From Charitable Volunteers to Architects of Social Welfare: A Brief History of Social Work": Charity Organization Society and casework methodology](https://ssw.umich.edu/about/history/brief-history-of-social-work), University of Michigan School of Social Work
19. [Social Welfare History Project -- National Association of Social Workers History (1917-1955): Mary Richmond "Social Diagnosis" 1917 as foundation of professional casework](https://socialwelfare.library.vcu.edu/social-work/national-association-social-workers-history/), Virginia Commonwealth University Social Welfare History Project
20. [Wikipedia -- Social Security Act: Title IV (Aid to Dependent Children) and Title V (Maternal and Child Welfare) creating federal-state administrative requirements](https://en.wikipedia.org/wiki/Social_Security_Act), Wikipedia
21. [Child Welfare Information Gateway -- "Child Welfare Legislative History": 1962 Amendments requiring states to make services available statewide; expansion of record-keeping and compliance requirements](https://www.childwelfare.gov/topics/workforce/), Children's Bureau / DHHS
22. [Wikipedia -- Child protective services: CAPTA 1974 mandating state investigation and treatment systems; electronic case management development](https://en.wikipedia.org/wiki/Child_protective_services), Wikipedia
23. [Child Welfare Information Gateway -- Permanency (topic overview): ASFA permanency planning requirements; 12-month hearings and 15/22-month TPR timelines shaping case management technology development](https://www.childwelfare.gov/topics/permanency/), Children's Bureau / DHHS
24. [Casebook PBC -- AI-enhanced case management for child welfare agencies: historical platform development context](https://www.casebook.net/), Casebook PBC
25. [Allegheny County Analytics -- "Developing Predictive Risk Models to Support Child Maltreatment Hotline Screening Decisions" (2019): AFST model documentation; predictive risk model using hundreds of data elements; independent ethical review; mandatory human override](https://analytics.alleghenycounty.us/2019/05/01/developing-predictive-risk-models-support-child-maltreatment-hotline-screening-decisions/), Allegheny County Department of Human Services
26. [Annie E. Casey Foundation -- "Child Welfare Workforce in Crisis" (2025): COVID-era disruptions to in-person practice; telehealth adoption and hybrid workflows; documentation burden increase during pandemic](https://www.aecf.org/resources/child-welfare-workforce-in-crisis-2025), Annie E. Casey Foundation
27. [McKinsey -- "Technology in Child Welfare" (2024): documentation AI reduces after-hours casework time 20-35% in state agency pilots; Casebook and Penelope in active deployment](https://www.mckinsey.com/industries/public-sector/our-insights/technology-in-child-welfare), McKinsey
28. [Panorama Education -- AI student support analytics platform; 20,000+ schools; predictive chronic absenteeism flags 4-6 weeks early; MTSS tier placement recommendations (2025)](https://www.panoramaed.com/), Panorama Education
29. [GoGuardian Beacon -- AI student safety monitoring; school device activity analysis for self-harm and crisis risk signals; alerts routed to school social workers; 6,500+ districts (2025)](https://www.goguardian.com/beacon), GoGuardian

### Forecasts and exposure studies

30. [BLS Employment Projections 2025-35, National Employment Matrix: 21-1021 Child, family, and school social workers (2025: 405.1 thousand; 2035: 422.9 thousand; +4.4%)](https://data.bls.gov/projections/nationalMatrix?queryParams=21-1021&ioType=o), Bureau of Labor Statistics
31. [Eloundou, Manning, Mishkin & Rock (2023), "GPTs are GPTs", occupation-level exposure data occ\_level.csv (O\*NET-SOC 21-1021.00, human-rated β 0.3)](https://github.com/openai/GPTs-are-GPTs/blob/main/data/occ_level.csv), OpenAI

### Historical notes

32. [Wikipedia -- Child protective services: Mary Ellen Wilson case 1874, NYSPCC founding 1875, first legal child protection intervention in the United States](https://en.wikipedia.org/wiki/Child_protective_services), Wikipedia
33. [Social Welfare History Project -- Child Welfare Overview (VCU): 1909 White House Conference and federal Children's Bureau 1912](https://socialwelfare.library.vcu.edu/programs/child-welfarechild-labor/child-welfare-overview/), Virginia Commonwealth University Social Welfare History Project
34. [National Archives -- Social Security Act (1935): Milestone Document; Title IV Aid to Dependent Children; Title V Maternal and Child Welfare provisions](https://www.archives.gov/milestone-documents/social-security-act), National Archives
35. [NASW Foundation -- NASW History: founding October 1955 through merger of seven predecessor organizations; Nathan Cohen first president](https://www.naswfoundation.org/Our-Work/The-NASW-Legacy-Project/NASW-History), NASW Foundation
36. [Child Welfare Information Gateway -- Permanency (topic overview): ASFA permanency timelines, 12-month hearing, 15/22-month TPR requirements; ASFA impact on child welfare practice](https://www.childwelfare.gov/topics/permanency/), Children's Bureau / DHHS
37. [Allegheny County Analytics -- "Developing Predictive Risk Models to Support Child Maltreatment Hotline Screening Decisions" (2019): AFST model documentation; mandatory human override; ongoing disparity monitoring](https://analytics.alleghenycounty.us/2019/05/01/developing-predictive-risk-models-support-child-maltreatment-hotline-screening-decisions/), Allegheny County Department of Human Services

### Predecessors & successors

38. [Wikipedia -- Child protective services: NYSPCC founding 1875; anticruelty society expansion from 37 (1880) to 161 (1902) organizations](https://en.wikipedia.org/wiki/Child_protective_services), Wikipedia
39. [SSWAA -- History of School Social Work: visiting teachers 1906-1942, Commonwealth Fund program 1921-1930; 244 school social workers across 31 states by 1930](https://www.sswaa.org/post/history-of-school-social-work), School Social Work Association of America

### Present-day analysis

- [O\*NET 30.3 — Child, Family, and School Social Workers (21-1021.00): tasks, work activities, technology skills, knowledge domains, employment data](https://www.onetonline.org/link/summary/21-1021.00), accessed 2026-05-23
- [BLS OOH 2024-2034 — Child, Family, and School Social Workers: 348,270 employed; +7% growth 2024-2034; median wage $52,690; highest employment in state and local government](https://www.bls.gov/ooh/community-and-social-service/social-workers.htm), accessed 2026-05-23
- [NASW — "AI and Social Work Practice" position statement (2025): AI cannot substitute for social worker judgment on removal decisions; mandatory reporting obligations are personal and non-delegable; NASW Code of Ethics Sections 1.01, 1.07](https://www.socialworkers.org/Practice/Technology/NASW-AI-Social-Work-2025), accessed 2026-05-23
- [Children's Bureau — "Child Welfare Workforce: Strategies for Retention and Recruitment" (2025): 22-30% annual CPS turnover; documentation burden as primary burnout driver; AI documentation pilots in 12+ states](https://www.childwelfare.gov/topics/workforce/), accessed 2026-05-23
- [ASPE/HHS — "Avoiding Racial Bias in Child Welfare Agencies' Use of Predictive Risk Modeling" (2022): bias audits required before deployment; human override authority must be preserved; AI risk scores must not be the sole basis for child welfare decisions](https://aspe.hhs.gov/reports/child-welfare-predictive-risk-models), accessed 2026-06-21
- [Eckerd Connects RFD AI — predictive risk scoring at CPS intake; deployed in FL, CT; controversy: ProPublica/The Markup investigations found racial disproportionality in RFD-flagged families (2023-2025)](https://eckerd.org/foster-children-find-homes-tampa-families/), accessed 2026-05-23
- [Allegheny County Analytics — "Developing Predictive Risk Models to Support Child Maltreatment Hotline Screening Decisions" (2019): AFST model documentation, bias monitoring, mandatory human override requirement](https://analytics.alleghenycounty.us/2019/05/01/developing-predictive-risk-models-support-child-maltreatment-hotline-screening-decisions/), accessed 2026-06-21
- [Casebook PBC — AI-enhanced case management for child welfare and social services agencies; auto-populated case notes, caseload analytics, risk flags; deployed at state child welfare agencies (Social Work Today, Feb 2025)](https://www.casebook.net/), accessed 2026-05-23
- [Panorama Education — AI student support analytics platform; 20,000+ schools; predictive chronic absenteeism flags 4-6 weeks early; MTSS tier placement recommendations; SEL survey analytics (2025)](https://www.panoramaed.com/), accessed 2026-05-23
- [Branching Minds — AI-powered MTSS platform; intervention recommendations from evidence-based library; MTSS compliance documentation; IEP-adjacent progress monitoring (2025)](https://www.branchingminds.com/), accessed 2026-05-23
- [GoGuardian Beacon — AI student safety monitoring; analyzes school device activity; routes self-harm and crisis risk alerts to school social workers; 6,500+ school districts (2025)](https://www.goguardian.com/beacon), accessed 2026-05-23
- [ASCA — "School Counselor and AI" position statement (2025): trauma-informed assessment, family engagement, and mandatory reporting are exclusively human responsibilities in school settings](https://www.schoolcounselor.org/), accessed 2026-05-23
- [Annie E. Casey Foundation — "Child Welfare Workforce in Crisis" (2025): documentation burden is #1 burnout driver; AI documentation tools cited as near-term retention intervention; relational competencies remain core value proposition](https://www.aecf.org/resources/child-welfare-workforce-in-crisis-2025), accessed 2026-05-23
- [ACLU — "The Devil is in the Details: Interrogating Values Embedded in the Allegheny Family Screening Tool": social workers must treat AI risk scores as one structured input, not a verdict; bias-aware override is a professional obligation](https://www.aclu.org/the-devil-is-in-the-details-interrogating-values-embedded-in-the-allegheny-family-screening-tool), accessed 2026-06-21
- [Eloundou et al. 2024 — GPTs are GPTs (Science): occupational LLM exposure framework; child and family social workers rated low β-exposure due to in-person safety assessment, court liaison, and mandatory reporting core tasks](https://arxiv.org/abs/2303.10130), accessed 2026-05-23
- [ACF/Children's Bureau — "Modernizing Child Welfare Technologies and Tools: Opportunities for Predictive Risk Modeling to Improve Child Safety and Outcomes": documentation AI and predictive tools in child welfare; bias audit requirements; human override workflows](https://acf.gov/acyf/policy-guidance/modernizing-child-welfare-technology-predictive-risk-modeling), accessed 2026-06-21
- [Children's Bureau — Child and Family Services Reviews (CFSR): service connection rates and referral follow-through are primary CFSR outcome measures; worker-facilitated service engagement vs. passive referral predicts family outcomes](https://www.childwelfare.gov/topics/data-systems-and-organizational-improvement/child-and-family-services-reviews-cfsrs/), accessed 2026-06-21

How to read these figures: https://futurehistory.earth/methodology. Every figure links to its own source; gaps stay gaps.