Hospital Equipment Usage Schedules

This dataset provides detailed, time-stamped logs of high-value hospital equipment usage, including scheduling, actual usage, responsible staff, downtime events, and usage purposes. It enables hospitals to optimize resource allocation, minimize equipment downtime, and analyze utilization patterns for operational efficiency and patient care improvement.

  • opened 11 times
  • last updated 21 Jul 2025
  • by GoMask
The brief that made it

Optimizing equipment scheduling and reducing downtime

Sample rows

preview · 8 of 200 rows · all 19 columns
usage_idstringusage_statusstringdowntime_flagbooleanequipment_typestringequipment_idstringequipment_namestringhospital_idstringhospital_namestringdepartmentstringscheduled_start_timedatetimescheduled_end_timedatetimeactual_start_timedatetimeactual_end_timedatetimeuser_idstringuser_rolestringpatient_idstringpurposestringdowntime_reasonstringnotesstring
USG-00001completedfalseMRIEQ-001Siemens Magnetom Aera MRI ScannerHSP-001North Valley Medical CenterRadiology2024-01-05T09:00:002024-01-05T09:45:002024-01-05T09:02:002024-01-05T09:47:00USR-1001radiologistPAT-2001diagnosticblankBrain MRI completed. Patient arrived 2 minutes late.
USG-00002completedfalseCT ScannerEQ-002GE Revolution CT ScannerHSP-002Eastside General HospitalRadiology2024-01-06T14:30:002024-01-06T15:10:002024-01-06T14:31:002024-01-06T15:11:00USR-1012technicianPAT-2012diagnosticblankCT scan performed for abdominal pain. No delays.
USG-00003completedfalseVentilatorEQ-003Dräger Evita Infinity V500 VentilatorHSP-003Central City HospitalICU2024-01-07T23:00:002024-01-08T07:00:002024-01-07T23:02:002024-01-08T07:00:00USR-1020nursePAT-2020treatmentblankVentilator used for overnight respiratory support.
USG-00004scheduledfalseUltrasoundEQ-004Philips Affiniti 70 UltrasoundHSP-004West End Regional HospitalObstetrics2024-01-08T10:00:002024-01-08T10:30:00blankblankUSR-1031technicianPAT-2030diagnosticblankReserved for routine prenatal ultrasound.
USG-00005completedfalsePatient MonitorEQ-005Mindray BeneVision N22 Patient MonitorHSP-003Central City HospitalICU2024-01-08T19:00:002024-01-09T07:00:002024-01-08T19:01:002024-01-09T07:05:00USR-1040nursePAT-2040treatmentblankPatient monitoring overnight. All readings stable.
USG-00006scheduledfalseHospital BedEQ-006Hillrom Progressa Hospital BedHSP-005Lakeside Community HospitalICU2024-01-09T10:00:002024-01-09T19:00:00blankblankUSR-1050nursePAT-2050treatmentblankBed reserved for new ICU admission.
USG-00007cancelledfalseCT ScannerEQ-002GE Revolution CT ScannerHSP-002Eastside General HospitalRadiology2024-01-10T13:00:002024-01-10T13:40:00blankblankblankblankblankdiagnosticblankAppointment cancelled due to patient no-show.
USG-00008delayedtrueSurgical TableEQ-007Maquet Magnus Surgical TableHSP-006Southside Surgical CenterSurgery2024-01-10T08:00:002024-01-10T12:00:002024-01-10T08:03:002024-01-10T12:30:00USR-1060surgeonPAT-2060treatmentunexpected failureSurgery delayed due to table malfunction. Repairs completed quickly.

What the 200 rows show

from the 200-row sample

Delayed (usage status) stands out: 24 of its 24 rows have downtime_flag = true, against 8 of 175 for the rest.

  • 16%downtime_flag = true
  • 4purposes
  • 4downtime reasons
  • 7user roles
  • 11departments
  • 30hospitals
Downtime flag rate by usage_statusdowntime_flag = true
0%50%100%6%schedu…3 of 490%in_pro…0 of 90%comple…0 of 10750%cancel…5 of 10100%delayed24 of 24
equipment_type199 rows with a value · 1 left blank
  1. Ultrasound26
  2. CT Scanner19
  3. Patient Monitor19
  4. Ventilator18
  5. Hospital Bed18
  6. MRI16
  7. Surgical Table15
  8. Endoscope12
  9. Dialysis Machine12
  10. C-arm11
19 columns by typefrom the column list below
  • string 14
  • datetime 4
  • boolean 1

Columns

19 columns in three groups
blueprint · 19 columns
columntypedescriptionexample
Text 14 columns
usage_idstringUnique identifier for each equipment usage log entry.uniqueUSG-00001
equipment_idstringUnique identifier for the equipment being used.EQ-001
equipment_namestringDescriptive name of the equipment.GE Revolution CT Scanner
equipment_typestringType or category of the equipment (e.g., MRI, CT Scanner, Ventilator).MRI
hospital_idstringUnique identifier for the hospital where the equipment is located.HSP-001
hospital_namestringName of the hospital where the equipment is used.Central City Hospital
departmentstringHospital department where the equipment is located or used (e.g., Radiology, ICU).11 departmentsRadiology
usage_statusstringStatus of the usage session (e.g., scheduled, in_progress, completed, cancelled, delayed).scheduled · in_progress · completed · cancelled · delayedcompleted
user_idstringUnique identifier for the primary staff member responsible for the equipment during this usage session.optionalUSR-1001
user_rolestringRole of the staff member using the equipment (e.g., technician, nurse, physician).7 roles · optionalradiologist
patient_idstringUnique identifier for the patient (if applicable) associated with the equipment usage.optionalPAT-2001
purposestringPurpose or reason for the equipment usage (e.g., diagnostic, treatment, maintenance, training).4 purposesdiagnostic
downtime_reasonstringReason for downtime if downtime_flag is true (e.g., scheduled maintenance, repair, calibration, unexpected failure).4 reasons · optionalunexpected failure
notesstringAdditional notes or comments about the equipment usage session.optionalBrain MRI completed. Pati…
Dates and times 4 columns
scheduled_start_timedatetimeScheduled start time for equipment usage.2024-01-05T09:00:00
scheduled_end_timedatetimeScheduled end time for equipment usage.2024-01-05T09:45:00
actual_start_timedatetimeActual start time when the equipment usage began.optional2024-01-05T09:02:00
actual_end_timedatetimeActual end time when the equipment usage ended.optional2024-01-05T09:47:00
True or false 1 column
downtime_flagbooleanIndicates if this usage session includes downtime (e.g., due to maintenance or malfunction).false

Use it for

  • downtime flag16%32 of 199 rowsdowntime flag by usag…6%sche…0%in_p…0%comp…50%canc…

    A healthcare dashboard

    The downtime_flag rate, downtime_flag by usage_status and a breakdown of equipment_type. Excel, Power BI or Tableau.

  • Why do 32 of 199 rows have downtime_flag = true?

    A root-cause class exercise

    Hand out the rows and one question. The answer is in the data, not in the brief.

  • A software demo

    Believable usages with equipment_id, equipment_name and equipment_type to fill a screen in front of a buyer.

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This dataset200 rows19 columns
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blueprint · hospital-equipment-usage-schedules

Behind this dataset

Same schema. As many rows as you need.

These 200 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
  • Equipment ID, department, and type logged.
  • Usage start/end time per session.
  • Maintenance status annotated.
  • Unscheduled downtime flagged.
Rows
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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
hospital-equipment-usage-schedules

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