Research Grant Full-Cost Ledger

This upload contains the full technical documentation and a free evaluation sample (2 awards, 438 expenditure rows) — not the full dataset. The complete dataset (80 awards, 10 linked tables, 111,676 rows, including the 91,102-row daily cash-gap series and the 401-finding answer key) is available here: https://sentineldata.com.ua/dataset/research-grant-full-cost-ledger Sample contents: File Rows What it holds d09_sample.parquet 438 Expenditure rows of 2 awards joined with their award attributes, 21 columns d09_sample.csv 438 CSV twin of the Parquet file Total awards 2 AW0001 (204 rows) and AW0002 (234 rows), both NIH, in USD The sample is a strict row subset of the full dataset, not a re-simulation. It has no answer key, no claim and receipt tables and no daily cash-gap series, and it shows the NIH rule set only. Also included: working_with_parquet.txt , the sample passport, the data passport, the validation report and the literature registry (12 source captures). All rows are simulated; no real award, person or transaction is represented. A university spends money on a research grant first and gets it back later, and usually gets back less than it spent. The UK sector ran a research deficit of £5,367 million in 2023-24 and recovered 66.0% of the full economic cost of its research (median 58.1%), according to the TRAC annual return. MRC and UKRI pay 80% of full economic cost, ... Full description with all tables is on the Wiki page of this project. Full dataset and purchase: https://sentineldata.com.ua/dataset/research-grant-full-cost-ledger . Zenodo copy: https://doi.org/10.5281/zenodo.24090703

Authors

Publication Details

Journal
Open Science Framework
Published
2026-11-09
DOI
https://doi.org/10.17605/osf.io/edy2h
Primary Topic
Research, Science, and Academia
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Research Grant Full-Cost Ledger

Chekerskyi Maksym
Open Science Framework
Research, Science, and Academia
article

Research Grant Full-Cost Ledger

Chekerskyi Maksym
article en

Abstract

This upload contains the full technical documentation and a free evaluation sample (2 awards, 438 expenditure rows) — not the full dataset. The complete dataset (80 awards, 10 linked tables, 111,676 rows, including the 91,102-row daily cash-gap series and the 401-finding answer key) is available here: https://sentineldata.com.ua/dataset/research-grant-full-cost-ledger Sample contents: File Rows What it holds d09_sample.parquet 438 Expenditure rows of 2 awards joined with their award attributes, 21 columns d09_sample.csv 438 CSV twin of the Parquet file Total awards 2 AW0001 (204 rows) and AW0002 (234 rows), both NIH, in USD The sample is a strict row subset of the full dataset, not a re-simulation. It has no answer key, no claim and receipt tables and no daily cash-gap series, and it shows the NIH rule set only. Also included: working_with_parquet.txt , the sample passport, the data passport, the validation report and the literature registry (12 source captures). All rows are simulated; no real award, person or transaction is represented. A university spends money on a research grant first and gets it back later, and usually gets back less than it spent. The UK sector ran a research deficit of £5,367 million in 2023-24 and recovered 66.0% of the full economic cost of its research (median 58.1%), according to the TRAC annual return. MRC and UKRI pay 80% of full economic cost, ... Full description with all tables is on the Wiki page of this project. Full dataset and purchase: https://sentineldata.com.ua/dataset/research-grant-full-cost-ledger . Zenodo copy: https://doi.org/10.5281/zenodo.24090703

Open Science Framework
Research, Science, and Academia
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon