Digital Classroom Device Resilience Data
This dataset provides a comprehensive view of digital device reliability in remote and hybrid classroom environments, including operational status, maintenance history, downtime, and resilience scores. It enables education technology managers and IT specialists to proactively identify vulnerabilities, optimize maintenance schedules, and ensure uninterrupted digital learning experiences for students and educators.
Sample rows
preview · 8 of 121 rows · all 22 columns| device_idstring | operational_statusstring | critical_issue_count_last_12_monthsinteger | last_issue_typestring | device_typestring | manufacturerstring | modelstring | serial_numberstring | location_schoolstring | location_roomstring | assigned_to_rolestring | purchase_datedate | warranty_expiry_datedate | last_maintenance_datedate | next_scheduled_maintenance_datedate | last_issue_reported_datedate | last_issue_resolution_datedate | downtime_hours_last_12_monthsfloat | total_issues_last_12_monthsinteger | average_resolution_time_hoursfloat | resilience_scorefloat | notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LT-001A | operational | 0 | blank | laptop | Dell | Inspiron 14 5420 | SN-DELL-001A | Eastwood High | Room 101 | student | 2023-09-14 | 2026-09-14 | blank | blank | blank | blank | 0 | 0 | blank | 100 | Brand new; no reported issues. |
| TB-002B | operational | 0 | software | tablet | Apple | iPad Air 5th Gen | SN-APPLE-002B | Sunnyfield Elementary | Lab 3 | educator | 2022-03-21 | 2025-03-21 | 2023-11-01 | 2024-08-01 | 2023-05-11 | 2023-05-12 | 1.2 | 2 | 2.1 | 96.5 | Minor software issue resolved quickly. |
| DT-003C | degraded | 2 | hardware | desktop | HP | EliteDesk 800 | SN-HP-003C | Lincoln Middle | Room 202 | student | 2018-06-07 | 2021-06-07 | 2023-01-20 | 2024-01-20 | 2023-10-15 | 2023-10-17 | 18.5 | 3 | 8.2 | 67.2 | Frequent hardware repairs needed. |
| IW-004D | retired | 5 | connectivity | interactive_whiteboard | Promethean | ActivPanel Nickel | SN-PROM-004D | Pinecrest Academy | Hall A | administrator | 2016-04-18 | 2019-04-18 | 2023-02-17 | blank | 2022-09-10 | 2022-09-20 | 550 | 8 | 47.4 | 10.7 | Device retired due to repeated connectivity failures. |
| PJ-005E | operational | 0 | power | projector | Epson | EB-X49 | SN-EPS-005E | Greenridge Primary | Room 205 | educator | 2020-01-25 | 2023-01-25 | 2023-12-02 | 2024-09-02 | 2023-03-17 | 2023-03-18 | 0.5 | 1 | 1.4 | 98.7 | Power issue resolved same day. |
| PC-006F | operational | 0 | blank | other | Amazon | Fire HD 10 | SN-AMZN-006F | Riverside STEM | Lab 1 | student | 2022-05-13 | 2025-05-13 | 2023-12-15 | 2024-12-15 | blank | blank | 0 | 0 | blank | 100 | blank |
| LT-007G | operational | 1 | hardware | laptop | Lenovo | ThinkPad E15 | SN-LEN-007G | Edge School | Room 303 | educator | 2021-11-09 | 2024-11-09 | 2023-09-01 | 2024-09-01 | 2023-04-28 | 2023-05-02 | 2.25 | 2 | 3.8 | 94.2 | Minor hardware issue fixed in 4 days. |
| TB-008H | operational | 0 | blank | tablet | Samsung | Galaxy Tab S8 | SN-SAM-008H | Westbrook Charter | Library Study Area | student | 2024-03-04 | 2027-03-04 | blank | blank | blank | blank | 0 | 0 | blank | 100 | Brand new; no reported issues. |
| DT-009I | retired | 10 | hardware | desktop | Acer | Aspire TC-1760 | SN-ACER-009I | North Valley HS | Lab 4 | student | 2017-10-19 | 2020-10-19 | 2022-11-18 | blank | 2023-02-02 | 2023-02-10 | 8760 | 15 | 80 | 0 | Device retired due to repeated hardware failures. |
| IW-010J | out_of_service | 8 | power | interactive_whiteboard | Smart Technologies | SMART Board SB680 | SN-SMT-010J | Sunnyfield Elementary | Hall B | administrator | 2019-11-13 | 2022-11-13 | 2023-07-14 | blank | 2023-11-18 | blank | 1000 | 12 | 72.5 | 8.2 | Device failed consistently; remains out of service. |
| PJ-011K | degraded | 2 | connectivity | projector | BenQ | MW560 | SN-BENQ-011K | Eastwood High | Auditorium | it_staff | 2019-08-30 | 2022-08-30 | 2023-03-10 | 2024-03-10 | 2023-07-19 | 2023-07-21 | 30 | 4 | 12.7 | 52.9 | Frequent connectivity issues, ongoing support. |
| PC-012L | operational | 0 | blank | other | ViewSonic | ViewBoard 65 | SN-VSN-012L | Lincoln Middle | Room 210 | administrator | 2021-06-22 | 2024-06-22 | 2024-02-15 | 2025-02-15 | blank | blank | 0 | 0 | blank | 99.6 | blank |
| LT-013M | operational | 0 | software | laptop | HP | Pavilion x360 | SN-HP-013M | Pinecrest Academy | Room 304 | student | 2020-09-05 | 2023-09-05 | 2023-10-01 | 2024-10-01 | 2023-08-13 | 2023-08-14 | 0.8 | 1 | 1.2 | 98.2 | Software glitch resolved quickly. |
| TB-014N | operational | 0 | blank | tablet | Pixel Tablet | SN-GGL-014N | Greenridge Primary | Room 207 | student | 2023-07-22 | 2026-07-22 | blank | blank | blank | blank | 0 | 0 | blank | 100 | Brand new; no reported issues. | |
| DT-015O | degraded | 3 | hardware | desktop | Dell | OptiPlex 7090 | SN-DELL-015O | Riverside STEM | Lab 2 | it_staff | 2019-02-12 | 2022-02-12 | 2023-05-22 | blank | 2023-06-18 | 2023-06-25 | 80.5 | 6 | 13.4 | 21.6 | Hardware issues require frequent intervention. |
| IW-016P | retired | 7 | hardware | interactive_whiteboard | Sony | Vision Presenter | SN-SONY-016P | Edge School | Room 307 | administrator | 2015-08-15 | 2018-08-15 | 2023-06-22 | blank | 2022-11-05 | 2022-11-12 | 600 | 10 | 43.5 | 9.5 | Device retired due to repeated hardware breakdowns. |
| PJ-017Q | operational | 0 | blank | projector | Optoma | HD146X | SN-OPT-017Q | Westbrook Charter | Auditorium | it_staff | 2021-03-28 | 2024-03-28 | 2023-12-10 | 2024-11-10 | blank | blank | 0 | 0 | blank | 99.8 | blank |
| PC-018R | operational | 0 | software | other | Asus | Chromebook Flip | SN-ASUS-018R | Eastwood High | Room 103 | student | 2023-01-18 | 2026-01-18 | 2023-11-05 | 2024-11-05 | 2023-03-07 | 2023-03-08 | 0.1 | 1 | 0.6 | 99.1 | Minor software issue resolved quickly. |
| LT-019S | operational | 0 | blank | laptop | Microsoft | Surface Laptop 5 | SN-MSFT-019S | North Valley HS | Room 305 | educator | 2022-08-25 | 2025-08-25 | 2024-02-11 | 2025-02-11 | blank | blank | 0 | 0 | blank | 99.9 | Brand new; no reported issues. |
| TB-020T | operational | 1 | hardware | tablet | Samsung | Galaxy Tab A8 | SN-SAM-020T | Greenridge Primary | Lab 2 | student | 2021-09-10 | 2024-09-10 | 2023-10-03 | 2024-10-03 | 2023-04-21 | 2023-04-25 | 2.9 | 2 | 2.8 | 93.4 | Minor hardware issue resolved quickly. |
What the 121 rows show
from the 121-row sampleRetired (operational status) stands out: mean critical_
- 0median critical_
issue_ count_ last_ 12_ months - 5assigned to roles
- 6device types
- 9location schools
- 17manufacturers
- 1.2median downtime_
hours_ last_ 12_ months
Median 0, from 0 to 10.
- string 11
- integer 2
- float 3
- date 6
Columns
22 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 11 columns | |||
device_id | string | Unique identifier for each digital classroom deviceunique | LT-001A |
device_type | string | Type of device (e.g., laptop, tablet, interactive whiteboard)6 values | laptop |
manufacturer | string | Device manufacturer or brand | Dell |
model | string | Device model name or number | Inspiron 14 5420 |
serial_number | string | Manufacturer-assigned serial numberunique | SN-DELL-001A |
location_school | string | Name of the school or educational institution9 schools | Eastwood High |
location_room | string | Specific room or classroom where device is located | Room 101 |
assigned_to_role | string | Role of primary user (e.g., student, educator, IT staff)student · educator · it_staff · administrator · other | student |
operational_status | string | Current operational status of device5 values | operational |
last_issue_type | string | Type of last reported issue (e.g., hardware, software, connectivity, power)hardware · software · connectivity · power · other · optional | software |
notes | string | Additional notes or comments about the deviceoptional | Brand new; no reported is… |
| Numbers 5 columns | |||
downtime_hours_last_12_months | float | Total hours of downtime experienced by the device in the last 12 months0 or more | 0 |
total_issues_last_12_months | integer | Total number of issues reported for the device in the last 12 months0 or more | 0 |
critical_issue_count_last_12_months | integer | Number of critical issues reported in the last 12 months0 or more | 0 |
average_resolution_time_hours | float | Average time (in hours) taken to resolve issues in the last 12 months0 or more · optional | 2.1 |
resilience_score | float | Calculated score representing device reliability (0-100 scale)0 to 100 | 100 |
| Dates and times 6 columns | |||
purchase_date | date | Date device was purchased or deployed | 2023-09-14 |
warranty_expiry_date | date | Date device warranty expiresoptional | 2026-09-14 |
last_maintenance_date | date | Date of last scheduled maintenance or checkupoptional | 2023-11-01 |
next_scheduled_maintenance_date | date | Date of next scheduled maintenanceoptional | 2024-08-01 |
last_issue_reported_date | date | Date when the last issue was reported for this deviceoptional | 2023-05-11 |
last_issue_resolution_date | date | Date when the last reported issue was resolvedoptional | 2023-05-12 |
Use it for
An education dashboard
Critical_
issue_ count_ last_ 12_ months by operational_ status and a breakdown of last_ issue_ type. Excel, Power BI or Tableau. Why do the 13 retired rows have a mean critical_
issue_ count_ last_ 12_ months of 7.2? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Devices121LT-001A0operatio…TB-002B0operatio…DT-003C2degraded
A software demo
Believable devices with device_
type, manufacturer and model to fill a screen in front of a buyer.
This dataset121 rows22 columns
Yours1,000 rows22 columnslocation_school: UK only
blueprint · digital-classroom-device-resilience-data
Behind this dataset
Same schema. As many rows as you need.
These 121 rows came out of a blueprint — 22 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 device's performance per month.
- Devices tracked must be actively used in digital classrooms.
- Include device type, uptime percentage, downtime incidents, and cause of failure.
- Track software updates and cybersecurity event flags per device.
- Flag devices with repeated failures for review.
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
- digital-classroom-device-resilience-data