Education
21 columns
120 rows
8 formats

Hybrid Classroom Tech Utilization

This dataset provides granular records of technology usage in hybrid classroom environments, detailing device and platform choices, session context, participant breakdowns, and incident reporting. It enables educators, IT administrators, and edtech providers to analyze trends, identify gaps, and optimize digital transformation strategies for effective learning outcomes.

last updated 13 Jan 2026
by GoMask

The brief that made it

Analyze device and platform adoption trends across schools and districts

Sample rows

preview · 8 of 120 rows · all 21 columns

usage_idstring	platform_typestring	number_of_teachersinteger	internet_connectivityboolean	school_idstring	classroom_idstring	district_idstring	datedate	device_typestring	device_brandstring	device_modelstring	platform_namestring	usage_duration_minutesinteger	number_of_studentsinteger	activity_typestring	in_person_studentsinteger	remote_studentsinteger	resolution_time_minutesinteger	tech_support_contactedboolean	issues_reportedstring	teacher_feedbackstring
U-0001	LMS	1	true	SCH-001	CR-A101	DIST-Alpha	2023-10-03	laptop	Dell	Latitude 5510	Google Classroom	54	27	lecture	27	0	blank	false	blank	Session ran smoothly, all laptops connected quickly and students engaged well.
U-0002	assessment_tool	2	true	SCH-002	CR-B102	DIST-Beta	2023-10-04	tablet	Apple	iPad 9th Gen	Kahoot!	75	32	assessment	24	8	12	true	Several tablets lost Wi-Fi connection during quiz.	Minor connectivity issues with tablets, but the quiz was completed after a short delay.
U-0003	LMS	1	true	SCH-003	CR-C103	DIST-Gamma	2023-10-05	desktop	HP	EliteDesk 800	Canvas	45	20	presentation	20	0	blank	false	blank	Desktops worked well for the presentation; slides and resources loaded quickly.
U-0004	video_conferencing	2	true	SCH-004	CR-D104	DIST-Delta	2023-10-06	laptop	Lenovo	ThinkPad X390	Microsoft Teams	80	18	group_work	0	18	8	true	Audio lag experienced by several students.	Tech support promptly resolved audio lag, enabling effective group discussions.
U-0005	content_delivery	1	true	SCH-005	CR-E105	DIST-Epsilon	2023-10-07	tablet	Samsung	Galaxy Tab A8	Nearpod	60	26	presentation	23	3	blank	false	blank	Interactive presentation ran well with minimal interruptions.
U-0006	presentation	3	true	SCH-006	CR-F106	DIST-Zeta	2023-10-08	interactive_whiteboard	SMART	SMART Board MX275	Google Slides	120	52	presentation	48	4	blank	false	blank	Large group, interactive board and slides kept students involved.
U-0007	video_conferencing	1	true	SCH-007	CR-G107	DIST-Eta	2023-10-09	laptop	Acer	Aspire 5	Zoom	65	23	discussion	0	23	7	true	Temporary video freeze for some participants.	Tech support resolved the video issue, allowing the remote discussion to continue.
U-0008	collaboration	1	true	SCH-008	CR-H108	DIST-Theta	2023-10-10	smartphone	Apple	iPhone 13	Slack	35	11	group_work	0	11	blank	false	blank	Group work on Slack was productive and students shared files easily.
U-0009	video_conferencing	2	true	SCH-009	CR-I109	DIST-Iota	2023-10-11	laptop	HP	ProBook 450	Microsoft Teams	80	24	group_work	0	24	blank	false	blank	Teams enabled smooth collaboration for the fully remote group project.
U-0010	LMS	1	true	SCH-010	CR-J110	DIST-Kappa	2023-10-12	laptop	Apple	MacBook Air	Schoology	40	18	lecture	18	0	blank	false	blank	No issues, all students participated actively in the session.
U-0011	LMS	1	false	SCH-011	CR-K111	DIST-Lambda	2023-10-13	desktop	Dell	OptiPlex 7090	Edmodo	35	13	other	13	0	blank	false	blank	Offline practice session; devices worked without internet.
U-0012	LMS	1	true	SCH-012	CR-L112	DIST-Mu	2023-10-14	laptop	Dell	Inspiron 15	Google Classroom	60	34	lecture	34	0	blank	false	blank	All systems functional, no reported issues with devices.
U-0013	assessment_tool	2	true	SCH-001	CR-M113	DIST-Alpha	2023-10-15	tablet	Samsung	Galaxy Tab S7	Kahoot!	110	38	assessment	25	13	14	true	Some students unable to submit answers online.	Quickly resolved online submission issues, assessment completed successfully.
U-0014	LMS	1	false	SCH-002	CR-N114	DIST-Beta	2023-10-16	desktop	HP	ProDesk 600	Canvas	30	10	other	10	0	blank	false	blank	Device check and local file access only, no internet needed.
U-0015	LMS	1	true	SCH-003	CR-O115	DIST-Gamma	2023-10-17	laptop	Lenovo	Yoga 7i	Google Classroom	58	22	lecture	22	0	blank	false	blank	Smooth session; all students accessed resources online without delay.
U-0016	assessment_tool	2	true	SCH-004	CR-P116	DIST-Delta	2023-10-18	tablet	Apple	iPad Air	Quizizz	90	35	assessment	21	14	17	true	Platform timeout for several users.	Tech team assisted in resolving platform timeout, allowing assessment to proceed.
U-0017	presentation	2	true	SCH-005	CR-Q117	DIST-Epsilon	2023-10-19	interactive_whiteboard	Promethean	ActivPanel Nickel	Google Slides	70	48	presentation	46	2	blank	false	blank	Interactive board was effective during the large session.
U-0018	collaboration	1	true	SCH-006	CR-R118	DIST-Zeta	2023-10-20	smartphone	Samsung	Galaxy S21	Slack	38	15	group_work	0	15	blank	false	blank	Collaboration via smartphones was effective; file sharing was smooth.
U-0019	LMS	1	false	SCH-007	CR-S119	DIST-Eta	2023-10-21	desktop	Acer	Veriton N	Moodle	50	13	other	13	0	blank	false	blank	Offline login checks and software updates performed.
U-0020	content_delivery	1	true	SCH-008	CR-T120	DIST-Theta	2023-10-22	other	Epson	EB-X49	Google Slides	85	31	presentation	30	1	6	true	Projector bulb flickered briefly.	Minor projector issue, quickly resolved by tech staff.

What the 120 rows show

from the 120-row sample

Presentation (platform type) stands out: mean number_of_teachers is 3.1, against 1.4 for the rest.

92%internet_connectivity = true
1median number_of_teachers
6device types
6activity types
16device brands
20districts

Mean number_of_teachers by platform_type120 rows

number_of_teachers120 rows, in bands of 0.5

Median 1, from 1 to 4.

school_id120 rows · top 10 of 24 values

SCH-0128
SCH-0187
SCH-0147
SCH-0177
SCH-0137
SCH-0206
SCH-0166
SCH-0015
SCH-0025
SCH-0155

21 columns by typefrom the column list below

string 12
integer 6
date 1
boolean 2

Columns

21 columns in four groups

blueprint · 21 columns
column	type	description	example
Text 12 columns
`usage_id`	string	Unique identifier for each classroom technology usage recordunique	U-0001
`classroom_id`	string	Unique identifier for the classroom where technology is used	CR-A101
`school_id`	string	Unique identifier for the school	SCH-001
`district_id`	string	Unique identifier for the school district	DIST-Alpha
`device_type`	string	Type of device used in the classroom (e.g., laptop, tablet, interactive whiteboard)6 values	laptop
`device_brand`	string	Brand of the device used (e.g., Apple, Dell, Samsung)optional	Dell
`device_model`	string	Model of the device usedoptional	Latitude 5510
`platform_name`	string	Name of the digital platform or software used (e.g., Google Classroom, Zoom)	Google Classroom
`platform_type`	string	Type/category of platform (e.g., LMS, video conferencing, assessment tool)6 values	LMS
`activity_type`	string	Type of classroom activity (e.g., lecture, group work, assessment)6 values	lecture
`issues_reported`	string	Brief description of any technology issues encountered (e.g., connectivity, device malfunction)optional	Several tablets lost Wi-F…
`teacher_feedback`	string	Open-ended feedback from the teacher about technology usageoptional	Session ran smoothly, all…
Numbers 6 columns
`usage_duration_minutes`	integer	Total duration (in minutes) the device/platform was used during the session1 or more	54
`number_of_students`	integer	Number of students participating in the session1 or more	27
`number_of_teachers`	integer	Number of teachers involved in the session1 or more	1
`in_person_students`	integer	Number of students physically present in the classroom0 or more	27
`remote_students`	integer	Number of students participating remotely0 or more	0
`resolution_time_minutes`	integer	Time taken (in minutes) to resolve reported issues, if any0 or more · optional	12
Dates and times 1 column
`date`	date	Date of technology usage observation	2023-10-03
True or false 2 columns
`internet_connectivity`	boolean	Indicates if stable internet connectivity was available during the session	true
`tech_support_contacted`	boolean	Indicates whether IT or tech support was contacted during the sessionoptional	false

Use it for

An education dashboard
The internet_connectivity rate, number_of_teachers by platform_type and a breakdown of school_id. Excel, Power BI or Tableau.
Why do the 10 presentation rows have a mean number_of_teachers of 3.1?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Usages120
U-00011LMS
U-00022assessme…
U-00111LMS
A software demo
Believable usages with classroom_id, school_id and district_id to fill a screen in front of a buyer.

This dataset120 rows21 columns

Yours1,000 rows21 columns

blueprint · hybrid-classroom-tech-utilization

Behind this dataset

Same schema. As many rows as you need.

These 120 rows came out of a blueprint — 21 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 daily utilization for a unique classroom
Include device type, platform accessed, session duration, and number of active students
Flag instances where utilization drops below 20% of enrolled students
Segment data by in-person vs remote participation
Record technology issues or access interruptions as binary indicators

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

Open the blueprint in Data Factory

1 credit per row. New accounts start with 25 free credits.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: hybrid-classroom-tech-utilization

What should your data show?

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Sample rows

What the 120 rows show

Columns

Use it for

An education dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Education

What should your data show?