pipeline
Classical end-to-end empirical analysis workflow in the traditional Python econometric stack โ pandas + numpy + scipy +โฆ
NACUBO endowment data (~650 institutions, 2012-2022). Portal: 7 columns only (total endowment, per-FTE, YoY change). Use for endowment size/trends. Full investment/spending needs direct NACUBO access. For all-institution coverage use IPEDS finance.
Claude Code
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nacubo --agent claude-code
Codex
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nacubo -a codex -y
Cursor
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nacubo -a cursor -y
Gemini CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nacubo -a gemini-cli -y
GitHub Copilot
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nacubo -a github-copilot -y
OpenCode
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nacubo -a opencode -y
Windsurf
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill education-data-source-nacubo -a windsurf -y
name: education-data-source-nacubo description: >- NACUBO endowment data (~650 institutions, 2012-2022). Portal: 7 columns only (total endowment, per-FTE, YoY change). Use for endowment size/trends. Full investment/spending needs direct NACUBO access. For all-institution coverage use IPEDS finance. metadata: audience: any-agent domain: data-source skill-authored: "2026-02-09" skill-last-updated: "2026-02-09"
NACUBO endowment data for U.S. college and university endowments (~650 institutions). Portal mirror provides only 7 market-value columns (total endowment, per-FTE endowment, year-over-year change; 2012-2022). Use when analyzing institution-level endowment size or trends. Full investment returns, asset allocations, spending rates, and governance data require separate NACUBO study access. For comprehensive endowment coverage across all institutions, use IPEDS finance data.
The NACUBO-Commonfund Study of Endowments (NCSE) is the most comprehensive annual survey of U.S. college and university endowments, covering ~650 institutions representing over $870 billion in assets. The Education Data Portal mirrors a limited subset (7 market-value columns); full investment, allocation, spending, and governance data requires direct NACUBO access.
> **CRITICAL: Portal Mirror Scope** > > The Education Data Portal mirrors contain **only 7 columns** of endowment data, > focused on market values. Full investment data (returns, asset allocations, > spending rates, governance) requires access to the complete NACUBO study. > > **Portal columns:** `year`, `unitid`, `inst_name_nacubo`, `fips`, `endow_total`, > `endow_per_fte`, `endow_chg_mktval` > > **Value Encoding:** > > | Variable | Portal Format | Notes | > |----------|---------------|-------| > | `fips` | Integer (`6` = California) | Not string abbreviations ("CA") | > | `year` | Integer (`2022`) | Fiscal year ending year | > | `endow_total` | Float64 (USD) | Full dollar amount, NOT thousands | > | `endow_chg_mktval` | Float64 (decimal fraction) | `0.059` = 5.9% change, NOT `5.9` | > | Missing data | `null` | NOT -1, -2, -3 | > > See `./references/variable-definitions.md` for complete encoding tables.
The National Association of College and University Business Officers (NACUBO) is a nonprofit professional organization representing chief administrative and financial officers at higher education institutions.
| File | Purpose | When to Read | |------|---------|--------------| | `endowment-study.md` | NCSE methodology, participation, history | Understanding data source context | | `endowment-metrics.md` | Market values, returns, spending rates | Interpreting performance data | | `variable-definitions.md` | Key variables, size categories, institution types | Building queries, filtering data | | `data-quality.md` | Coverage limitations, data caveats | Assessing data reliability | | `asset-allocation.md` | Investment categories, alternative strategies | Analyzing portfolio composition |
Endowment research topic?
โโ Market values / fund size
โ โโ Individual institution values โ NCSE public tables
โ โโ Size distribution โ ./references/variable-definitions.md
โ โโ Historical trends โ ./references/endowment-metrics.md
โโ Investment returns
โ โโ One-year returns โ ./references/endowment-metrics.md
โ โโ Multi-year returns (3/5/10/25-year) โ ./references/endowment-metrics.md
โ โโ Returns by size/type โ ./references/variable-definitions.md
โโ Asset allocation
โ โโ Traditional vs alternative โ ./references/asset-allocation.md
โ โโ Private equity/VC allocation โ ./references/asset-allocation.md
โ โโ ESG/responsible investing โ ./references/asset-allocation.md
โโ Spending and distributions
โ โโ Spending rates โ ./references/endowment-metrics.md
โ โโ Spending purposes (aid, faculty, etc.) โ ./references/endowment-metrics.md
โ โโ Budget contribution โ ./references/endowment-metrics.md
โโ Data quality concerns
โโ Coverage/participation โ ./references/data-quality.md
โโ Self-reported data issues โ ./references/data-quality.md
โโ Comparability across years โ ./references/data-quality.mdComparing NACUBO vs IPEDS for endowment data? โโ Need ALL institutions โ Use IPEDS (mandatory reporting) โโ Need investment returns โ Use NACUBO (IPEDS doesn't have) โโ Need asset allocations โ Use NACUBO (IPEDS doesn't have) โโ Need spending rates โ Use NACUBO (IPEDS doesn't have) โโ Need just market values โ Either works โ โโ More institutions โ IPEDS โ โโ More detail โ NACUBO โโ Need governance/policies โ Use NACUBO (IPEDS doesn't have)
Which study by year? โโ FY2023-present โ NACUBO-Commonfund Study of Endowments (NCSE) โโ FY2018-FY2022 โ NACUBO-TIAA Study of Endowments (NTSE) โโ FY2009-FY2017 โ NACUBO-Commonfund Study of Endowments (NCSE) โโ Before FY2009 โ NACUBO Endowment Study (NES)
> **Portal Coverage Note:** The Education Data Portal mirrors contain only **7 columns** focused on endowment market values. Full investment data (returns, asset allocations, spending rates, governance) requires access to the complete NACUBO study. See "Full Report Acc
## ๐ฅ ๅ่ ยท StatsPAI โ Stata ไธ R ็ Python ๅนณๆฟ๏ผไธบ AI Agent ่็ ๐ Stata / R ๅนณๆฟ๏ผreghdfeใcsdidใrdrobustใsynthใfixestใdid ็ญๅธธ็จๅฝไปคๅจ Python ไธญไธ็ซๅผๆฟไปฃ๏ผไธไธช import statspai as sp ๆๅฎ DID / RD / IV / SCM / DML / matching ๐ค ้ขๅ Agent ่ฎพ่ฎก๏ผ็ปๆๅ็ปๆๅฏน่ฑก + ๅ ็ฝฎ MCP Server๏ผClaude / Codex
Classical end-to-end empirical analysis workflow in the traditional Python econometric stack โ pandas + numpy + scipy +โฆ
Use when the user asks to run a full empirical / causal analysis in Python โ by default in the style of an applied economicsโฆ
Classical end-to-end empirical analysis workflow in the traditional Python econometric stack โ pandas + numpy + scipy +โฆ
Classical end-to-end empirical analysis workflow in the traditional Stata ecosystem โ native Stata + reghdfe + ivreg2 + csdid +โฆ
Classical end-to-end empirical analysis workflow in the modern tidyverse + econometrics R ecosystem โ dplyr + tidyr + haven +โฆ
Systematic writing framework for philosophy and interdisciplinary academic papers from optimized outline to submission-readyโฆ
Direct browser control via CDP for web interaction: automation, scraping, testing, screenshots, and site/app work. Also coversโฆ
Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, fillingโฆ