Clinical Equipment Utilization Logs
This dataset provides detailed daily logs of clinical equipment usage, capturing information on equipment identity, usage times, staff operators, departments, and maintenance needs. It enables healthcare organizations to analyze utilization patterns, optimize equipment allocation, and proactively manage maintenance schedules for improved operational efficiency and patient care.
Sample rows
preview · 8 of 44 rows · all 18 columns| log_idinteger | purposestring | duration_minutesfloat | maintenance_requiredboolean | equipment_idstring | equipment_namestring | equipment_typestring | departmentstring | usage_datedate | start_timedatetime | end_timedatetime | user_idstring | user_rolestring | patient_idstring | utilization_statusstring | location_roomstring | notesstring | maintenance_notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | diagnostic | 50 | false | EQ-101 | Siemens Magnetom Aera | MRI | Radiology | 2023-06-15 | 2023-06-15T08:22:00 | 2023-06-15T09:12:00 | U-2039 | technician | P-1008 | completed | R-201 | No issues encountered. | blank |
| 2 | treatment | 135 | false | EQ-103 | Dräger Evita Infinity V500 | ventilator | ICU | 2023-06-15 | 2023-06-15T07:10:00 | 2023-06-15T09:25:00 | U-2004 | nurse | P-1012 | completed | ICU-4 | Monitored patient throughout. | blank |
| 3 | treatment | 45 | false | EQ-205 | Baxter Sigma Spectrum | infusion pump | Oncology | 2023-06-14 | 2023-06-14T14:20:00 | 2023-06-14T15:05:00 | U-2045 | nurse | P-1018 | completed | ONC-12 | Standard chemotherapy session. | blank |
| 4 | diagnostic | 42 | true | EQ-107 | Philips IntelliVue MX800 | monitor | Cardiology | 2023-06-13 | 2023-06-13T11:00:00 | 2023-06-13T11:42:00 | U-2071 | technician | P-1034 | completed | CARD-7 | Calibration required mid-session. | Detected calibration drift, recalibrated system. |
| 5 | diagnostic | 40 | false | EQ-110 | GE HealthCare Carescape B650 | monitor | Emergency | 2023-06-15 | 2023-06-15T10:30:00 | 2023-06-15T11:10:00 | U-2008 | doctor | P-1002 | completed | ER-5 | Patient admitted for chest pain. | blank |
| 6 | treatment | 42 | false | EQ-205 | Baxter Sigma Spectrum | infusion pump | Pediatrics | 2023-06-14 | 2023-06-14T09:05:00 | 2023-06-14T09:47:00 | U-2045 | nurse | P-1045 | completed | PED-9 | Pediatric dosing verified. | blank |
| 7 | diagnostic | 20 | false | EQ-116 | Masimo Radical-7 | pulse oximeter | Emergency | 2023-06-12 | 2023-06-12T13:00:00 | 2023-06-12T13:20:00 | U-2015 | nurse | P-1049 | completed | ER-2 | Quick assessment, no anomalies. | blank |
| 8 | treatment | 55 | false | EQ-120 | Alaris PC Unit | infusion pump | Surgery | 2023-06-11 | 2023-06-11T17:10:00 | 2023-06-11T18:05:00 | U-2098 | nurse | P-1053 | completed | SUR-10 | Infusion completed without issue. | blank |
| 9 | diagnostic | 35 | false | EQ-101 | Siemens Magnetom Aera | MRI | Radiology | 2023-06-10 | 2023-06-10T08:50:00 | 2023-06-10T09:25:00 | U-2020 | technician | P-1062 | completed | R-202 | No contrast agent used. | blank |
| 10 | treatment | 140 | false | EQ-112 | Medtronic Puritan Bennett 840 | ventilator | ICU | 2023-06-13 | 2023-06-13T06:30:00 | 2023-06-13T08:50:00 | U-2004 | nurse | P-1080 | completed | ICU-2 | Vent settings adjusted for patient response. | blank |
| 11 | diagnostic | 40 | false | EQ-140 | Olympus EVIS EXERA III | endoscope | Gastroenterology | 2023-06-12 | 2023-06-12T10:10:00 | 2023-06-12T10:50:00 | U-2101 | doctor | P-1093 | completed | GI-3 | No polyps found. | blank |
| 12 | diagnostic | 25 | false | EQ-107 | Philips IntelliVue MX800 | monitor | Cardiology | 2023-06-14 | 2023-06-14T12:40:00 | 2023-06-14T13:05:00 | U-2071 | technician | P-1101 | completed | CARD-7 | blank | blank |
| 13 | treatment | 45 | false | EQ-130 | Stryker Neptune 3 | suction system | Surgery | 2023-06-13 | 2023-06-13T16:05:00 | 2023-06-13T16:50:00 | U-2098 | nurse | P-1120 | completed | SUR-9 | blank | blank |
| 14 | treatment | 105 | false | EQ-135 | Hill-Rom VersaCare Bed | hospital bed | Orthopedics | 2023-06-15 | 2023-06-15T12:40:00 | 2023-06-15T14:25:00 | U-2115 | nurse | P-1131 | completed | ORTH-2 | Patient post-surgical care. | blank |
| 15 | diagnostic | 15 | false | EQ-141 | Olympus EVIS EXERA III | endoscope | Gastroenterology | 2023-06-13 | 2023-06-13T15:30:00 | 2023-06-13T15:45:00 | U-2101 | doctor | P-1135 | completed | GI-2 | Short screening. | blank |
| 16 | treatment | 15 | true | EQ-103 | Dräger Evita Infinity V500 | ventilator | ICU | 2023-06-13 | 2023-06-13T20:01:00 | 2023-06-13T20:16:00 | U-2004 | nurse | P-1136 | interrupted | ICU-5 | Patient ventilation paused during filter replacement. | Low pressure alarm triggered; filter replaced. |
| 17 | treatment | 25 | false | EQ-150 | B. Braun Perfusor Space | syringe pump | NICU | 2023-06-15 | 2023-06-15T07:40:00 | 2023-06-15T08:05:00 | U-2152 | nurse | P-1142 | completed | NICU-1 | blank | blank |
| 18 | treatment | 70 | false | EQ-120 | Alaris PC Unit | infusion pump | Surgery | 2023-06-14 | 2023-06-14T16:30:00 | 2023-06-14T17:40:00 | U-2098 | nurse | P-1150 | completed | SUR-12 | Infusion completed. | blank |
| 19 | diagnostic | 42 | false | EQ-155 | GE OEC 9900 Elite | C-arm | Orthopedics | 2023-06-12 | 2023-06-12T10:25:00 | 2023-06-12T11:07:00 | U-2115 | doctor | P-1163 | completed | ORTH-4 | blank | blank |
| 20 | diagnostic | 16 | false | EQ-132 | Welch Allyn Connex Spot | vital signs monitor | General Medicine | 2023-06-12 | 2023-06-12T08:45:00 | 2023-06-12T09:01:00 | U-2167 | nurse | P-1170 | completed | GM-3 | Routine check. | blank |
What the 44 rows show
from the 44-row sampleDiagnostic purpose stands out: mean duration_
- 9%maintenance_
required = true - 42median duration_
minutes - 3user roles
- 3utilization statuses
- 13equipment types
- 13departments
Median 42, from 10 to 140.
- string 12
- integer 1
- float 1
- date 1
- datetime 2
- boolean 1
Columns
18 columns in four groups| column | type | description | example |
|---|---|---|---|
| Text 12 columns | |||
equipment_id | string | Unique identifier for the clinical equipment item | EQ-101 |
equipment_name | string | Descriptive name of the clinical equipment | Siemens Magnetom Aera |
equipment_type | string | Type or category of the clinical equipment (e.g., MRI, ventilator, infusion pump) | MRI |
department | string | Hospital department or unit where the equipment is located or used | Radiology |
user_id | string | Identifier for the staff member who operated the equipment | U-2039 |
user_role | string | Role or position of the staff member (e.g., nurse, technician, doctor)3 roles · optional | technician |
patient_id | string | Identifier for the patient associated with the equipment usage (if applicable)optional | P-1008 |
purpose | string | Purpose or reason for equipment use (e.g., diagnostic, treatment, maintenance)diagnostic · treatment · maintenance · other | diagnostic |
maintenance_notes | string | Details or notes about maintenance issues or actions takenoptional | Detected calibration drif… |
utilization_status | string | Status of equipment utilization (e.g., completed, interrupted, failed)completed · interrupted · failed | completed |
location_room | string | Room or physical location where the equipment was usedoptional | R-201 |
notes | string | Additional notes or comments about the equipment usageoptional | No issues encountered. |
| Numbers 2 columns | |||
log_id | integer | Unique identifier for each equipment utilization log entryunique | 1 |
duration_minutes | float | Total duration of equipment usage in minutes0 or more | 50 |
| Dates and times 3 columns | |||
usage_date | date | Date of the equipment usage log entry | 2023-06-15 |
start_time | datetime | Timestamp when equipment usage started | 2023-06-15T08:22:00 |
end_time | datetime | Timestamp when equipment usage ended | 2023-06-15T09:12:00 |
| True or false 1 column | |||
maintenance_required | boolean | Indicates if maintenance was required or identified during this usage | false |
Use it for
A healthcare dashboard
The maintenance_
required rate, duration_ minutes by purpose and a breakdown of equipment_ id. Excel, Power BI or Tableau. Why do the 23 diagnostic rows have a mean duration_
minutes of 32.4? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Rows44150diagnost…442diagnost…1615treatment
A software demo
Believable rows with equipment_
id, equipment_ name and equipment_ type to fill a screen in front of a buyer.
This dataset44 rows18 columns
Yours1,000 rows18 columnslocation_room: UK only
blueprint · clinical-equipment-utilization-logs
Behind this dataset
Same schema. As many rows as you need.
These 44 rows came out of a blueprint — 18 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
- Log usage duration per device per day
- Flag utilization below 50%
- Summarize by department
- Identify devices due for replacement
- Log downtime events
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
- clinical-equipment-utilization-logs