Other
19 columns
56 rows
8 formats

Charity Program Impact Analytics

This dataset provides a comprehensive overview of nonprofit charity programs, detailing their funding, management, beneficiary reach, geographic scope, and impact metrics. It enables stakeholders to analyze program efficiency, optimize resource allocation, and identify high-impact initiatives for greater social value. The data structure supports robust reporting, benchmarking, and strategic decision-making for nonprofit organizations.

last updated 4 Feb 2026
by GoMask

The brief that made it

Comparative analysis of program efficiency across multiple charity initiatives

Sample rows

preview · 8 of 56 rows · all 19 columns

program_idstring	program_statusstring	program_efficiency_ratiofloat	funding_sourcestring	program_namestring	start_datedate	end_datedate	manager_namestring	manager_emailstring	total_fundingfloat	funding_utilizedfloat	beneficiary_countinteger	beneficiary_demographicsstring	location_countrystring	location_statestring	location_citystring	last_updateddatetime	program_descriptionstring	impact_metricsstring
CP20240001	completed	0.96	government	Rural Health Outreach	2022-03-15	2023-09-30	Dr. Priya Singh	priya.singh@healthcharity.org	105000	104750	4730	children, rural communities	India	Uttar Pradesh	Varanasi	2023-11-02T14:13:05	Mobile clinics providing medical checkups and vaccinations in remote villages.	Vaccinations given: 4200; Health checkups: 3000
CP20240002	completed	0.89	donations	Women Empowerment Workshops	2023-01-10	2023-06-25	Fatima Al-Khaled	fatima.khaled@empowerngo.org	78000	76950	920	women	Egypt	Cairo Governorate	Cairo	2023-07-03T09:17:23	Series of workshops aimed at improving financial literacy and job skills for women.	Workshops held: 25; Certificates issued: 800
CP20240003	active	0.8	grants	Senior Nutrition Program	2022-09-01	2024-06-01	Carlos Ramirez	c.ramirez@nutriage.org	60000	48200	1200	elderly	Mexico	Jalisco	Guadalajara	2024-04-21T16:30:44	Weekly meal distribution for elderly residents in underserved urban neighborhoods.	Meals served: 22000
CP20240004	active	0.65	donations	Clean Water Access	2023-05-20	blank	Grace Moyo	g.moyo@clearwater.org	48000	31000	3500	children, rural communities	Kenya	Kisumu	Kisumu	2024-05-15T10:25:55	Installation of water filtration systems in rural schools.	Filtration units installed: 12; Schools reached: 8
CP20240005	completed	0.98	corporate sponsors	Urban Youth Coding Bootcamp	2024-01-12	2024-04-10	James Liu	james.liu@techreach.org	90000	89500	145	youth, urban communities	USA	California	San Francisco	2024-04-15T18:02:11	Intensive coding bootcamp for disadvantaged urban youth.	Coding graduates: 130; Job placements: 65
CP20240006	active	0.87	government	Disaster Relief Fund	2023-08-05	blank	Lara Müller	lara.muller@reliefnow.org	165000	143000	2200	families, disaster survivors	Germany	Bavaria	Regensburg	2024-05-01T15:44:33	Emergency fund for families affected by recent flooding.	Grants issued: 520; Supplies delivered: 4000 units
CP20240007	completed	0.99	community fundraising	School Supplies Drive	2023-07-01	2023-08-15	Maria Gonzalez	m.gonzalez@schooltools.org	32000	31800	1150	children	USA	Texas	Houston	2023-08-20T12:11:21	Annual drive collecting and distributing school supplies.	Backpacks distributed: 1100; Notebooks: 5000
CP20240008	active	0.79	grants	Accessible Sports Initiative	2022-10-01	blank	Oliver Scott	oliver.scott@sportsforall.org	57000	45000	400	youth, persons with disabilities	United Kingdom	West Midlands	Birmingham	2024-04-05T09:08:16	Creating inclusive sports opportunities for youth with disabilities.	Games organized: 20; Coaches trained: 10
CP20240009	completed	0.92	corporate sponsors	Renewable Energy Education	2023-04-14	2023-12-10	Yusuf Adewale	yusuf.adewale@greenfuture.org	42000	41000	680	adults, rural communities	Nigeria	Lagos	Lagos	2023-12-13T13:40:29	Community workshops on solar and wind energy.	Workshops held: 12; Participants: 650
CP20240010	active	0.77	donations	Hunger Relief Packages	2024-02-05	blank	Janet Obeng	janet.obeng@feedhope.org	51000	39200	1800	families, urban poor	Ghana	Greater Accra	Accra	2024-05-10T11:31:17	Distribution of emergency food packages in high-poverty neighborhoods.	Food packages distributed: 1700
CP20240011	completed	0.98	donations	Literacy for All	2023-09-10	2024-03-30	Emilia Rossi	e.rossi@readforall.org	29500	28900	410	adults	Italy	Lazio	Rome	2024-04-01T15:45:54	Community-based literacy classes for adults.	Classes held: 40; Graduation rate: 88%
CP20240012	active	0.67	grants	Community Gardening Project	2023-03-01	blank	Hannah Smith	h.smith@greengrow.org	19000	12750	150	families, urban communities	Canada	Ontario	Toronto	2024-04-20T17:24:36	Urban gardening plots provided for low-income families.	Gardens created: 12
CP20240013	on-hold	0.68	government	Refugee Integration Support	2022-08-15	blank	Mohammed El-Sayed	m.elsayed@integrationfund.org	43000	29000	520	refugees	Jordan	Amman	Amman	2024-03-25T13:47:01	Language and job placement assistance for newly arrived refugees.	Jobs secured: 120; Classes held: 20
CP20240014	active	0.75	corporate sponsors	Early Childhood Learning	2023-09-01	blank	Linda Choi	linda.choi@earlylearn.org	72000	54000	320	children	South Korea	Gyeonggi-do	Suwon	2024-05-12T14:23:28	Preschool education for children from low-income families.	Children enrolled: 310; Teachers trained: 10
CP20240015	active	0.65	community fundraising	Clean Streets Initiative	2023-11-01	blank	Tomislav Novak	t.novak@cleanstreet.org	25000	16350	900	urban communities	Croatia	Zagreb	Zagreb	2024-04-29T10:52:42	Volunteer-led street cleaning and waste management in high-traffic urban areas.	Streets cleaned: 15; Volunteers: 75
CP20240016	completed	0.99	grants	Mobile Library Project	2022-04-25	2023-12-15	Sara Tadesse	sara.tadesse@readmore.org	39500	39350	2500	children, rural communities	Ethiopia	Oromia	Addis Ababa	2023-12-18T08:14:55	Mobile libraries bringing books to children in remote areas.	Books distributed: 11500
CP20240017	active	0.73	donations	Mental Health Awareness	2023-02-10	blank	Rebecca Chen	rebecca.chen@mindmatters.org	54000	39300	630	teens, young adults	Australia	Victoria	Melbourne	2024-05-16T13:40:09	Workshops and counseling for teens and young adults.	Workshops held: 18; Counseling sessions: 120
CP20240018	completed	0.99	government	Accessible Housing Support	2022-07-12	2023-11-30	Juliana Costa	juliana.costa@homeaccess.org	86000	84700	210	persons with disabilities	Brazil	São Paulo	São Paulo	2023-12-01T09:51:32	Home modification grants for persons with disabilities.	Homes modified: 200
CP20240019	completed	0.98	corporate sponsors	Remote Learning Kits	2023-01-18	2023-07-30	Alexei Ivanov	alexei.ivanov@learnathome.org	51000	50200	870	children	Russia	Moscow	Moscow	2023-08-02T16:22:07	Distribution of learning kits for students in areas affected by school closures.	Learning kits distributed: 800
CP20240020	active	0.71	donations	Safe Shelter Project	2023-12-01	blank	Amani Nasser	amani.nasser@safespace.org	31500	22400	210	families, homeless	Morocco	Casablanca-Settat	Casablanca	2024-05-17T08:28:03	Temporary shelter for homeless families during winter months.	Nights of shelter: 1400

What the 56 rows show

from the 56-row sample

Completed (program status) stands out: mean program_efficiency_ratio is 0.98, against 0.69 for the rest.

0.88median program_efficiency_ratio
73,000median total_funding
52,800median funding_utilized
645median beneficiary_count

Mean program_efficiency_ratio by program_status56 rows

program_efficiency_ratio56 rows, in bands of 0.1

Median 0.88, from 0.0 to 0.99.

funding_source56 rows · 5 values

donations23
grants14
government11
corporate sponsors5
community fundraising3

19 columns by typefrom the column list below

string 12
integer 1
float 3
date 2
datetime 1

Columns

19 columns in three groups

blueprint · 19 columns
column	type	description	example
Text 12 columns
`program_id`	string	Unique identifier for each charity program or initiative.unique	CP20240001
`program_name`	string	Official name of the charity program.	Rural Health Outreach
`program_description`	string	Detailed description of the program's objectives and activities.optional	Mobile clinics providing …
`program_status`	string	Current status of the program.planned · active · completed · on-hold · cancelled	completed
`manager_name`	string	Name of the program manager or primary contact.optional	Dr. Priya Singh
`manager_email`	string	Email address of the program manager.optional	c.ramirez@nutriage.org
`funding_source`	string	Primary source of funding for the program (e.g., grants, donations, government).5 sources · optional	government
`beneficiary_demographics`	string	Key demographic group(s) served (e.g., children, elderly, women, rural communities).optional	women
`location_country`	string	Country where the program is implemented.	India
`location_state`	string	State or province where the program operates.optional	Uttar Pradesh
`location_city`	string	City or locality where the program is based.optional	Varanasi
`impact_metrics`	string	Summary of key impact metrics (e.g., meals served, classes held, vaccinations given).optional	Meals served: 22000
Numbers 4 columns
`total_funding`	float	Total amount of funding allocated to the program (in local currency).0 or more	105000
`funding_utilized`	float	Amount of funding spent or utilized to date.0 or more · optional	104750
`beneficiary_count`	integer	Number of unique beneficiaries reached by the program.0 or more	4730
`program_efficiency_ratio`	float	Efficiency ratio (e.g., beneficiaries per unit of funding, or percentage of funds used for direct impact).0 to 1 · optional	0.96
Dates and times 3 columns
`start_date`	date	Date when the program began.	2022-03-15
`end_date`	date	Date when the program ended or is expected to end.optional	2023-09-30
`last_updated`	datetime	Timestamp of the last update to this program record.	2023-11-02T14:13:05

Use it for

A dashboard
Program_efficiency_ratio by program_status and a breakdown of funding_source. Excel, Power BI or Tableau.
Why do the 25 completed rows have a mean program_efficiency_ratio of 0.98?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Programs56
CP202400010.96completed
CP202400020.89completed
CP202400030.8active
A software demo
Believable programs with program_name, program_description and start_date to fill a screen in front of a buyer.

This dataset56 rows19 columns

Yours10,000 rows19 columnslocation_country: UK only

blueprint · charity-program-impact-analytics

Behind this dataset

Same schema. As many rows as you need.

These 56 rows came out of a blueprint — 19 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with

Each row represents a distinct charity program
Program outcome ratings must be numeric and standardized
Total funding allocated must match reported expenditure
Beneficiary counts should not exceed program capacity
Efficiency scores are calculated as output per dollar spent

Rows1,000 rows10,000 rows100,000 rows1,000,000 rows

Open the blueprint in Data Factory

1 credit per row. New accounts start with 25 free credits.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: charity-program-impact-analytics

What should your data show?

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Sample rows

What the 56 rows show

Columns

Use it for

A dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Other

What should your data show?