Educational Resource Access Frequency

This dataset logs detailed interactions between students and teachers with digital learning resources, including access times, resource types, user roles, and engagement metrics. It is designed to support adaptive learning research, platform usage analysis, and educational resource optimization across diverse contexts and devices.

  • last updated 20 Aug 2025
  • by GoMask
The brief that made it

Analyzing student and teacher engagement with digital resources

Sample rows

preview · 8 of 200 rows · all 14 columns
access_idstringinteraction_typestringduration_secondsintegersuccessbooleanclass_idstringuser_idstringuser_rolestringresource_idstringresource_typestringaccess_datetimedatetimeplatformstringcourse_idstringlocation_countrystringlocation_citystring
A001view845trueCL10U1001studentR501video2024-04-15T09:22:15webC301United StatesNew York
A002complete420trueCL10U1002teacherR502quiz2024-04-15T10:07:56webC301United StatesBoston
A003download230blankCL11U1003studentR503document2024-04-15T11:45:32tabletC302CanadaToronto
A004attempt360falseCL11U1004studentR504quiz2024-04-15T12:18:09mobileC302CanadaVancouver
A005view1100trueCL12U1005teacherR505interactive-module2024-04-15T13:02:44webC303United KingdomLondon
A006view1200trueCL12U1006studentR506video2024-04-16T09:12:37mobileC303United KingdomManchester
A007download550blankCL13U1007studentR507document2024-04-16T10:55:20tabletC304AustraliaSydney
A008complete480trueCL13U1008teacherR508quiz2024-04-16T11:33:45webC304AustraliaMelbourne

What the 200 rows show

from the 200-row sample

View (interaction type) stands out: mean duration_seconds is 913.9, against 361.9 for the rest.

  • 72%success = true
  • 465median duration_seconds
  • 2user roles
  • 3platforms
  • 5resource types
  • 30location countries
Mean duration_seconds by interaction_type200 rows
05001,000913.9view100 rows550.4complete31 rows322.7attempt27 rows248.1download42 rows
duration_seconds200 rows, in bands of 250
03060446022331713621201,2502,500duration_seconds →

Median 465, from 36 to 2,309.

class_id194 rows with a value · 6 left blank
  1. CLS030617
  2. class-9C16
  3. class-8B15
  4. CLS030112
  5. class_11A12
  6. class_11C12
  7. class_11B11
  8. CLS031210
  9. class_11D9
  10. class-4A8
14 columns by typefrom the column list below
  • string 11
  • integer 1
  • datetime 1
  • boolean 1

Columns

14 columns in four groups
blueprint · 14 columns
columntypedescriptionexample
Text 11 columns
access_idstringUnique identifier for each resource access eventuniqueA001
user_idstringUnique identifier for the student or teacher accessing the resourceU1001
user_rolestringRole of the user accessing the resource (student or teacher)student · teacherstudent
resource_idstringUnique identifier for the digital learning resourceR501
resource_typestringType of resource accessed (e.g., video, quiz, document, interactive module)video · quiz · document · interactive-module · othervideo
interaction_typestringType of interaction (view, complete, attempt, download, etc.)view · complete · attempt · download · otherview
platformstringPlatform or device used for access (web, mobile, tablet, etc.)web · mobile · tablet · other · optionalweb
course_idstringUnique identifier for the course associated with the resourceoptionalC301
class_idstringUnique identifier for the class or group associated with the useroptionalCL10
location_countrystringCountry where the resource was accessedoptionalUnited States
location_citystringCity where the resource was accessedoptionalNew York
Numbers 1 column
duration_secondsintegerDuration in seconds the user spent interacting with the resource0 or more · optional845
Dates and times 1 column
access_datetimedatetimeTimestamp when the resource was accessed2024-04-15T09:22:15
True or false 1 column
successbooleanIndicates if the interaction was completed successfully (e.g., quiz passed, resource fully viewed)optionaltrue

Use it for

  • success72%116 of 162 rowsmean duration seconds…913.9view550.4comp…322.7atte…248.1down…

    An education dashboard

    The success rate, duration_seconds by interaction_type and a breakdown of class_id. Excel, Power BI or Tableau.

  • Why do the 100 view rows have a mean duration_seconds of 913.9?

    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 accesses with user_id, user_role and resource_id to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 14 columns, your size and your rules. See 20 rows before you pay.

Preview 20 rows free

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This dataset200 rows14 columns
Yours1,000 rows14 columnslocation_country: UK only

blueprint · educational-resource-access-frequency

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 14 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
  • Resource type and access timestamp
  • User role anonymization
  • Flag top and low usage resources
  • Correlate access with course schedule
Rows
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
educational-resource-access-frequency

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