Healthcare Provider Referral Analytics
This dataset provides a detailed view of healthcare provider referral events, capturing information about referring and receiving providers, patient demographics, referral reasons, statuses, and outcomes. It enables healthcare networks to analyze referral patterns, identify bottlenecks in patient navigation, and improve provider collaboration for better patient care.
Sample rows
preview · 8 of 200 rows · all 23 columns| referral_idstring | referral_prioritystring | days_to_appointmentinteger | referring_provider_idstring | patient_idstring | referring_provider_namestring | referring_provider_specialtystring | referring_provider_organizationstring | receiving_provider_idstring | receiving_provider_namestring | receiving_provider_specialtystring | receiving_provider_organizationstring | referral_reasonstring | referral_datedate | appointment_scheduled_datedate | appointment_completed_datedate | referral_statusstring | referral_channelstring | patient_ageinteger | patient_genderstring | patient_zip_codestring | referral_outcomestring | referral_notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| REF-0001 | routine | 13 | PROV-14 | PAT-1023 | Dr. Alice Morgan | Family Medicine | Sunrise Health Clinic | PROV-22 | Dr. Henry Cole | Cardiology | Metropolitan Cardiac Center | Suspected arrhythmia evaluation | 2023-10-02 | 2023-10-15 | 2023-10-15 | completed | electronic | 54 | female | 98121 | accepted | Patient reports palpitations during exercise. |
| REF-0002 | routine | 9 | PROV-03 | PAT-2049 | Dr. Brian Chen | Pediatrics | Children's Health Group | PROV-28 | Dr. Emily Finch | Allergy & Immunology | Evergreen Allergy Clinic | Recurrent seasonal allergies | 2023-09-18 | 2023-09-27 | 2023-09-27 | completed | electronic | 8 | female | 98103 | accepted | Parent concerned about persistent sneezing. |
| REF-0003 | stat | 0 | PROV-07 | PAT-3056 | Dr. Carla James | Geriatrics | Northlake Senior Care | PROV-33 | Dr. John Oliver | Palliative Medicine | Northlake Senior Care | End-of-life pain management | 2023-11-03 | 2023-11-03 | 2023-11-03 | completed | phone | 88 | male | 98144 | accepted | Patient experiencing acute pain episode; family requests immediate consult. |
| REF-0004 | routine | 14 | PROV-17 | PAT-4128 | Dr. Sophie Patel | Internal Medicine | Evergreen Medical Group | PROV-35 | Dr. Mark Turner | Endocrinology | Evergreen Medical Group | Elevated fasting glucose levels | 2023-08-10 | 2023-08-24 | 2023-08-24 | completed | electronic | 43 | female | 98005 | accepted | Family history of diabetes mellitus. |
| REF-0005 | urgent | 9 | PROV-12 | PAT-5194 | Dr. Linda Nguyen | Family Medicine | Eastside Community Clinic | PROV-41 | Dr. Alex Foster | Sleep Medicine | Eastside Sleep Center | Obstructive sleep apnea suspicion | 2023-12-01 | 2023-12-10 | blank | scheduled | electronic | 34 | male | 98027 | accepted | Patient reports excessive daytime sleepiness. |
| REF-0006 | stat | 0 | PROV-21 | PAT-6243 | Dr. Matthew Lee | General Surgery | Valley Surgical Associates | PROV-44 | Dr. Rachel Kim | Orthopedics | Valley Surgical Associates | Suspected femur fracture after fall | 2023-10-23 | 2023-10-23 | 2023-10-23 | completed | fax | 67 | female | 98199 | accepted | Ambulance transport required; urgent intervention indicated. |
| REF-0007 | urgent | 7 | PROV-09 | PAT-7301 | Dr. Erica Davis | OB/GYN | Harbor Women's Health | PROV-52 | Dr. Olivia Grant | Maternal-Fetal Medicine | Harbor Women's Health | High-risk pregnancy consult | 2023-11-11 | 2023-11-18 | blank | scheduled | fax | 27 | female | 98007 | accepted | Elevated blood pressure noted during prenatal visit. |
| REF-0008 | routine | 14 | PROV-02 | PAT-8472 | Dr. Kevin Black | Pediatrics | Children's Health Group | PROV-29 | Dr. Priya Singh | Ophthalmology | Redmond Eye Center | Routine vision screening for school | 2023-09-22 | 2023-10-06 | 2023-10-06 | completed | electronic | 6 | male | 98052 | accepted | Teacher reports squinting in class. |
| REF-0009 | routine | 17 | PROV-16 | PAT-9586 | Dr. Samuel Wright | Internal Medicine | Riverpoint Medical Center | PROV-37 | Dr. Julia Lopez | Nephrology | Riverpoint Medical Center | Elevated creatinine levels in labs | 2023-07-30 | 2023-08-16 | 2023-08-16 | completed | electronic | 61 | male | 98119 | accepted | Recent diagnosis of hypertension. |
| REF-0010 | urgent | 10 | PROV-20 | PAT-0617 | Dr. Karen Bailey | General Surgery | Cascade Surgical Partners | PROV-43 | Dr. William Dean | Oncology | Cascade Cancer Center | Breast mass biopsy follow-up | 2023-09-02 | 2023-09-12 | 2023-09-12 | completed | fax | 49 | female | 98033 | accepted | Biopsy showed atypical cells; oncology assessment needed. |
| REF-0011 | routine | 13 | PROV-15 | PAT-1734 | Dr. Nancy Brooks | Family Medicine | Sunrise Health Clinic | PROV-23 | Dr. Steven Park | Dermatology | Dermatology Specialists | Persistent eczema unresponsive to topical therapy | 2023-08-20 | 2023-09-02 | blank | scheduled | electronic | 42 | female | 98056 | accepted | Patient reports chronic itching and redness. |
| REF-0012 | routine | 15 | PROV-11 | PAT-2840 | Dr. Derek White | Psychiatry | Harborview Behavioral Health | PROV-36 | Dr. Grace Lim | Sleep Medicine | Harborview Sleep Center | Insomnia secondary to anxiety disorder | 2023-08-28 | 2023-09-12 | 2023-09-12 | completed | electronic | 31 | other | 98115 | accepted | Patient unable to sleep for more than 3 hours per night. |
| REF-0013 | stat | 0 | PROV-18 | PAT-3952 | Dr. Paul Reed | Emergency Medicine | blank | PROV-45 | Dr. Sara Meyer | Orthopedics | Cascade Surgical Partners | Trauma: suspected wrist fracture after fall | 2023-12-21 | 2023-12-21 | 2023-12-21 | completed | phone | 24 | male | 98112 | accepted | Patient arrived by ambulance; acute pain, swelling noted. |
| REF-0014 | routine | 15 | PROV-13 | PAT-5028 | Dr. Angela Wu | Family Medicine | Eastside Community Clinic | PROV-42 | Dr. Michael Lee | Endocrinology | Eastside Diabetes Center | Thyroid nodule evaluation | 2023-07-05 | 2023-07-20 | 2023-07-20 | completed | electronic | 38 | female | 98004 | accepted | Patient reports new neck lump. |
| REF-0015 | routine | 14 | PROV-06 | PAT-6092 | Dr. Vincent Moore | Pediatrics | Children's Health Group | PROV-25 | Dr. Harpreet Anand | Allergy & Immunology | Evergreen Allergy Clinic | Food allergy assessment | 2023-09-07 | 2023-09-21 | blank | scheduled | electronic | 5 | male | 98107 | accepted | Parent reports hives after peanuts. |
| REF-0016 | urgent | 12 | PROV-22 | PAT-7135 | Dr. Henry Cole | Family Medicine | Sunrise Health Clinic | PROV-24 | Dr. Eva Thomas | Dermatology | Dermatology Specialists | Suspicious skin lesion evaluation | 2023-10-18 | 2023-10-30 | blank | scheduled | electronic | 50 | other | 98034 | accepted | Patient reports recent change in lesion color. |
| REF-0017 | urgent | 10 | PROV-05 | PAT-8246 | Dr. Raymond Ellis | Geriatrics | Northlake Senior Care | PROV-32 | Dr. Marta Rossi | Neurology | Northlake Senior Care | Memory loss and confusion episodes | 2023-11-25 | 2023-12-05 | 2023-12-05 | completed | fax | 83 | female | 98072 | accepted | Family concerned about early dementia. |
| REF-0018 | urgent | 4 | PROV-19 | PAT-9318 | Dr. Peter Gold | Internal Medicine | Riverpoint Medical Center | PROV-38 | Dr. Lillian Ford | Cardiology | Riverpoint Medical Center | Chest pain with exertion | 2023-10-11 | 2023-10-15 | blank | scheduled | electronic | 63 | male | 98020 | accepted | Exercise stress test recommended. |
| REF-0019 | stat | 0 | PROV-10 | PAT-0429 | Dr. Carla James | Geriatrics | Northlake Senior Care | PROV-34 | Dr. Suresh Krishnan | Palliative Medicine | Northlake Senior Care | Hospice care evaluation | 2023-10-28 | 2023-10-28 | 2023-10-28 | completed | phone | 95 | female | 98118 | accepted | Patient in declining health; comfort care requested. |
| REF-0020 | routine | 14 | PROV-08 | PAT-1576 | Dr. Sharon Bell | Internal Medicine | Evergreen Medical Group | PROV-30 | Dr. Alan Young | Nephrology | Evergreen Medical Group | New onset proteinuria | 2023-09-04 | 2023-09-18 | blank | scheduled | electronic | 59 | female | 98059 | accepted | Urine dipstick positive for protein. |
What the 200 rows show
from the 200-row sampleStat (referral priority) stands out: mean days_
- 10median days_
to_ appointment - 2referral statuses
- 2referral outcomes
- 4referral channels
- 4patient genders
- 18referring provider specialties
Median 10, from 0 to 27.
- string 18
- integer 2
- date 3
Columns
23 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 18 columns | |||
referral_id | string | Unique identifier for each patient referral eventunique | REF-0001 |
patient_id | string | Unique identifier for the patient being referred | PAT-1023 |
referring_provider_id | string | Unique identifier for the healthcare provider initiating the referral | PROV-14 |
referring_provider_name | string | Full name of the referring healthcare provider | Dr. Alice Morgan |
referring_provider_specialty | string | Medical specialty of the referring provider | Family Medicine |
referring_provider_organization | string | Organization or facility where the referring provider worksoptional | Sunrise Health Clinic |
receiving_provider_id | string | Unique identifier for the healthcare provider receiving the referral | PROV-22 |
receiving_provider_name | string | Full name of the receiving healthcare provider | Dr. Henry Cole |
receiving_provider_specialty | string | Medical specialty of the receiving provider | Cardiology |
receiving_provider_organization | string | Organization or facility where the receiving provider worksoptional | Evergreen Allergy Clinic |
referral_reason | string | Reason or diagnosis for the referral | Food allergy assessment |
referral_priority | string | Priority level of the referral (e.g., routine, urgent, stat)routine · urgent · stat · optional | routine |
referral_status | string | Current status of the referral (e.g., pending, scheduled, completed, cancelled)pending · scheduled · completed · cancelled | completed |
referral_channel | string | Method by which the referral was made (e.g., electronic, fax, phone, paper)electronic · fax · phone · paper · optional | electronic |
patient_gender | string | Gender of the patientmale · female · other · unknown · optional | female |
patient_zip_code | string | Postal code of the patient's primary residenceoptional | 98121 |
referral_notes | string | Additional notes or comments related to the referraloptional | Evaluate for insulinoma. |
referral_outcome | string | Outcome of the referral (e.g., accepted, declined, no-show, follow-up required)accepted · declined · no-show · follow-up required · other · optional | accepted |
| Numbers 2 columns | |||
patient_age | integer | Age of the patient at the time of referral0 to 120 · optional | 54 |
days_to_appointment | integer | Number of days between referral date and scheduled appointment date0 or more · optional | 13 |
| Dates and times 3 columns | |||
referral_date | date | Date when the referral was initiated | 2023-10-02 |
appointment_scheduled_date | date | Date when the appointment with the receiving provider is scheduledoptional | 2023-10-15 |
appointment_completed_date | date | Date when the patient completed the appointment with the receiving provideroptional | 2023-10-15 |
Use it for
A healthcare dashboard
Days_
to_ appointment by referral_ priority and a breakdown of referring_ provider_ id. Excel, Power BI or Tableau. Why do the 28 stat rows have a mean days_
to_ appointment of 0.0? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Referrals200REF-000113routineREF-00029routineREF-00030stat
A software demo
Believable referrals with patient_
id, referring_ provider_ id and referring_ provider_ name to fill a screen in front of a buyer.
blueprint · healthcare-provider-referral-analytics
Behind this dataset
Same schema. As many rows as you need.
These 200 rows came out of a blueprint — 23 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.
- Provider IDs and specialties anonymized
- Referral source and target logged
- Patient outcome post-referral recorded
- Network graph features included
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-provider-referral-analytics