Healthcare
15 columns
200 rows
8 formats

Healthcare Specialist Wait Times

This dataset provides detailed information on average wait times for healthcare specialists across various facilities, including specialty and facility identifiers, location details, and wait time statistics. It enables healthcare providers and administrators to manage patient expectations, optimize resource allocation, and benchmark performance across specialties and locations. The data is ideal for operational analysis, patient communication, and healthcare service planning.

last updated 21 Jul 2025
by GoMask

The brief that made it

Informing patients about expected wait times for specialist appointments

Sample rows

preview · 8 of 200 rows · all 15 columns

specialty_idinteger	facility_typestring	average_wait_time_minutesfloat	address_citystring	specialty_namestring	facility_idinteger	facility_namestring	address_streetstring	address_statestring	address_postal_codestring	address_countrystring	wait_time_range_min_minutesfloat	wait_time_range_max_minutesfloat	last_updateddatetime	data_sourcestring
1	Hospital	142.3	New York	Cardiology	100	Metropolitan General Hospital	1201 Heartway Ave	NY	10001	USA	75.2	184.5	2024-06-18T14:52:09	manual entry
2	Clinic	13.8	Dallas	Dermatology	101	Sunshine Family Clinic	415 Sunrise Blvd	TX	75201	USA	3.2	18.7	2024-06-18T11:14:37	internal system
3	Specialty Center	221.5	Toronto	Oncology	102	Starlight Oncology Center	2210 Beacon St	ON	M4E 1B8	Canada	163.9	320.1	2024-06-14T15:08:44	public report
4	Clinic	4.7	Vancouver	Pediatrics	103	Children's Wellness Clinic	60 Maple Leaf Rd	BC	V5K 0A1	Canada	0	8.6	2024-06-19T09:22:55	internal system
5	Hospital	188.9	New York	Neurology	100	Metropolitan General Hospital	1201 Heartway Ave	NY	10001	USA	88.2	270.7	2024-06-15T13:47:31	manual entry
6	Clinic	7.2	Miami	Family Medicine	104	Midtown Primary Care Clinic	3892 Elmwood Dr	FL	33101	USA	0	13	2024-06-17T16:11:20	public report
7	Specialty Center	51.5	Denver	Orthopedics	105	Cedarview Specialty Center	710 Cedarview Ln	CO	80220	USA	44.1	90	2024-06-16T10:18:32	internal system
8	Urgent Care	5.1	Boston	Gastroenterology	106	Oakwood Urgent Care	192 Oakwood Ave	MA	02118	USA	0	10.6	2024-06-19T08:13:22	internal system
9	Clinic	16.2	Chicago	Pulmonology	107	Riverside Health Clinic	543 Riverside Dr	IL	60616	USA	10.1	21.7	2024-06-18T12:45:47	public report
10	Hospital	172.8	London	Endocrinology	108	King's University Hospital	18 Regent St	Greater London	WC1E 6BT	UK	85	260.5	2024-06-13T11:20:31	manual entry
11	Hospital	229.7	New York	General Surgery	100	Metropolitan General Hospital	1201 Heartway Ave	NY	10001	USA	190.3	300.9	2024-06-14T15:03:02	public report
12	Urgent Care	3.2	Boston	Allergy & Immunology	106	Oakwood Urgent Care	192 Oakwood Ave	MA	02118	USA	0	6.7	2024-06-19T07:51:56	internal system
13	Clinic	9	Miami	Nephrology	104	Midtown Primary Care Clinic	3892 Elmwood Dr	FL	33101	USA	0	15.6	2024-06-16T16:08:19	internal system
14	Other	42.1	Portland	Rheumatology	109	Green Valley Health	850 Green Valley Rd	OR	97205	USA	blank	blank	2024-06-19T10:02:09	real-time monitoring
15	Hospital	123.2	Sacramento	Obstetrics & Gynecology	110	Riverbend Women's Hospital	300 Riverbend Rd	CA	95814	USA	80.1	168	2024-06-16T14:26:40	manual entry
16	Clinic	19.6	Atlanta	Infectious Disease	111	Summit Health Clinic	624 Summit Ave	GA	30308	USA	7.8	28.9	2024-06-18T11:23:53	public report
17	Specialty Center	84.5	Denver	Hematology	105	Cedarview Specialty Center	710 Cedarview Ln	CO	80220	USA	64.8	145.9	2024-06-15T09:51:44	public report
18	Other	0	Oakland	Psychiatry	112	Lakeside Outreach Center	199 Lakeside Dr	CA	94612	USA	0	0	2024-06-19T11:17:09	real-time monitoring
19	Clinic	6.9	Miami	Urology	104	Midtown Primary Care Clinic	3892 Elmwood Dr	FL	33101	USA	0	12.8	2024-06-18T09:57:22	internal system
20	Specialty Center	38.6	San Francisco	Ophthalmology	113	Westside Eye Center	742 Westside Dr	CA	94109	USA	21.4	62	2024-06-17T10:30:04	public report

What the 200 rows show

from the 200-row sample

Hospital (facility type) stands out: mean average_wait_time_minutes is 190.6, against 28.1 for the rest.

25.4median average_wait_time_minutes
3address countries
4data sources
24address states
8.4median wait_time_range_min_minutes
29.8median wait_time_range_max_minutes

Mean average_wait_time_minutes by facility_type200 rows

average_wait_time_minutes200 rows, in bands of 50

Median 25.4, from 0.0 to 365.0.

address_city200 rows · top 10 of 40 values

Denver23
New York10
Toronto10
Vancouver10
Miami10
Boston10
Seattle10
London8
Oakland8
San Francisco7

15 columns by typefrom the column list below

string 9
integer 2
float 3
datetime 1

Columns

15 columns in three groups

blueprint · 15 columns
column	type	description	example
Text 9 columns
`specialty_name`	string	Name of the medical specialty (e.g., Cardiology, Dermatology)unique	Cardiology
`facility_name`	string	Name of the healthcare facility or clinic	Sunshine Family Clinic
`facility_type`	string	Type of healthcare facility (e.g., Hospital, Clinic, Urgent Care)Hospital · Clinic · Urgent Care · Specialty Center · Other · optional	Hospital
`address_street`	string	Street address of the facilityoptional	1201 Heartway Ave
`address_city`	string	City where the facility is locatedoptional	New York
`address_state`	string	State or province where the facility is locatedoptional	NY
`address_postal_code`	string	Postal or ZIP code of the facilityoptional	10001
`address_country`	string	Country where the facility is located3 countries · optional	USA
`data_source`	string	Source of the wait time data (e.g., internal system, public report)4 sources · optional	manual entry
Numbers 5 columns
`specialty_id`	integer	Unique identifier for the medical specialtyunique	1
`facility_id`	integer	Unique identifier for the healthcare facility or clinic	100
`average_wait_time_minutes`	float	Average wait time in minutes for a patient to see a specialist in this specialty at this facility0 or more	142.3
`wait_time_range_min_minutes`	float	Minimum observed wait time in minutes for this specialty at this facility0 or more · optional	75.2
`wait_time_range_max_minutes`	float	Maximum observed wait time in minutes for this specialty at this facility0 or more · optional	184.5
Dates and times 1 column
`last_updated`	datetime	Timestamp of when the wait time data was last updated	2024-06-18T14:52:09

Use it for

A healthcare dashboard
Average_wait_time_minutes by facility_type and a breakdown of address_city. Excel, Power BI or Tableau.
Why do the 52 Hospital rows have a mean average_wait_time_minutes of 190.6?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Rows200
1142.3Hospital
213.8Clinic
3221.5Specialt…
A software demo
Believable rows with specialty_name, facility_id and facility_name to fill a screen in front of a buyer.

This dataset200 rows15 columns

Yours1,000 rows15 columnsaddress_street: UK only

blueprint · healthcare-specialist-wait-times

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 15 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

Monthly average wait per specialist type.
Geographical region and facility linked.
Patient priority level included.
Record count reflects appointment slots.

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

Open the blueprint in Data Factory

1 credit per row. Preview 20 rows free. Buy rows for the full run.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: healthcare-specialist-wait-times

What should your data show?

No signup. No card.

Sample rows

What the 200 rows show

Columns

Use it for

A healthcare dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Healthcare

What should your data show?