Curriculum Resource Utilization Logs

This dataset provides detailed logs of educational resource utilization, capturing user interactions, access patterns, feedback, and contextual curriculum information. It enables educators and administrators to optimize curriculum planning, improve resource allocation, and analyze engagement trends across different user roles and devices.

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

Curriculum optimization and resource allocation

Sample rows

preview · 8 of 200 rows · all 18 columns
log_idstringdevice_typestringfeedback_ratingfloatlocation_countrystringresource_idstringresource_typestringresource_titlestringcurriculum_idstringcurriculum_namestringuser_idstringuser_rolestringaccess_datetimedatetimeaccess_duration_secondsintegeraccess_methodstringactivity_typestringlocation_statestringlocation_citystringfeedback_commentstring
A9f3K1lR8B2cV7wQdesktop4.5USARES_0001textbookAlgebra Foundations Vol. 1CURR01Mathematics Grade 8USR_STU_001student2024-03-15T08:17:23Z1200webviewCALos AngelesVery clear explanations and examples.
T3xLk6JmQ2vW8pZhsmartphone4.8IndiaRES_0002videoPhotosynthesis in PlantsCURR02Biology High SchoolUSR_STU_002student2024-04-02T13:40:10Z900mobileviewMaharashtraMumbaiInteresting visuals, kept me engaged.
Z7cV2bN1Xm3Q9rWkdesktop4.2UKRES_0003quizCell Structure Practice QuizCURR02Biology High SchoolUSR_STU_003student2024-05-12T10:25:34Z700websubmitEnglandLondonChallenging but helpful quiz.
G5yP8lKsQ9cB2mXrdesktop5USARES_0004worksheetLinear Equations Worksheet ACURR01Mathematics Grade 8USR_STU_004student2024-06-22T15:18:00Z1800webcompleteTXHoustonGreat worksheet, easy to follow.
Q2mT7nKxB6vJ4wZpdesktopblankFranceRES_0005presentationHistory of Ancient EgyptCURR03World History Grade 9USR_TEA_001teacher2024-07-11T09:15:26Z1500webdownloadÎle-de-FranceParisblank
N4gC1lRvA7pM3xS2desktop4.9South AfricaRES_0006articleClimate Change EffectsCURR04Environmental ScienceUSR_TEA_002teacher2024-02-08T07:28:44Z800webviewGautengJohannesburgExcellent resource for class discussion.
V6jP2bKmX3qR8wZnsmartphone3.7JapanRES_0007videoIntroduction to ProbabilityCURR01Mathematics Grade 8USR_STU_005student2024-03-28T16:49:13Z450mobileviewTokyoTokyoUseful, but could be more detailed.
S8fH1kLmQ5rX9vWpdesktop3BrazilRES_0008quizAncient Civilizations QuizCURR03World History Grade 9USR_STU_006student2024-05-20T14:10:55Z900websubmitSão PauloSão PauloSome questions were confusing.

What the 200 rows show

from the 200-row sample

Smartphone (device type) stands out: mean feedback_rating is 3.4, against 4.3 for the rest.

  • 4.3median feedback_rating
  • 3access methods
  • 4user roles
  • 6activity types
  • 7resource types
  • 49location states
Mean feedback_rating by device_type138 rows
0484.3desktop110 rows4.2tablet9 rows3.4smartphone19 rows
feedback_rating138 rows, in bands of 0.5
0306036422475623.55feedback_rating →

Median 4.3, from 2.1 to 5.0.

location_country200 rows · top 10 of 12 values
  1. USA47
  2. India34
  3. UK26
  4. France17
  5. South Africa16
  6. Germany13
  7. Italy11
  8. Canada11
  9. Australia10
  10. Japan7
18 columns by typefrom the column list below
  • string 15
  • integer 1
  • float 1
  • datetime 1

Columns

18 columns in three groups
blueprint · 18 columns
columntypedescriptionexample
Text 15 columns
log_idstringUnique identifier for each curriculum resource utilization log entryuniqueA9f3K1lR8B2cV7wQ
resource_idstringUnique identifier for the educational resource accessedRES_0001
resource_typestringType of educational resource (e.g., textbook, video, quiz, worksheet)7 valuestextbook
resource_titlestringTitle or name of the educational resourcePhotosynthesis in Plants
curriculum_idstringIdentifier for the curriculum or course to which the resource belongsCURR01
curriculum_namestringName of the curriculum or courseMathematics Grade 8
user_idstringUnique identifier for the user accessing the resourceUSR_STU_001
user_rolestringRole of the user (e.g., student, teacher, administrator)student · teacher · administrator · otherstudent
access_methodstringHow the resource was accessed (e.g., web, mobile, offline)web · mobile · offline · other · optionalweb
activity_typestringType of activity performed (e.g., view, download, complete, submit)6 valuesview
location_countrystringCountry where the resource was accessed12 countries · optionalUSA
location_statestringState or region where the resource was accessedoptionalCA
location_citystringCity where the resource was accessedoptionalLos Angeles
device_typestringType of device used to access the resource (e.g., desktop, tablet, smartphone)desktop · tablet · smartphone · other · optionaldesktop
feedback_commentstringOptional user comment or feedback about the resourceoptionalVideo ended too quickly.
Numbers 2 columns
access_duration_secondsintegerDuration in seconds the resource was accessed or viewed0 or more · optional1200
feedback_ratingfloatOptional user rating or feedback score for the resource (e.g., 1.0 to 5.0)1 to 5 · optional4.5
Dates and times 1 column
access_datetimedatetimeTimestamp when the resource was accessed2024-03-15T08:17:23Z

Use it for

  • median feedbac…4.3138 rowsmean feedback rating …4.3desktop4.2tablet3.4smartp…

    An education dashboard

    Feedback_rating by device_type and a breakdown of location_country. Excel, Power BI or Tableau.

  • Why do the 19 smartphone rows have a mean feedback_rating of 3.4?

    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 logs with resource_id, resource_type and resource_title to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 18 columns, your size and your rules. See 20 rows before you pay.

Preview 20 rows free

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This dataset200 rows18 columns
Yours1,000 rows18 columnslocation_country: UK only

blueprint · curriculum-resource-utilization-logs

Behind this dataset

Same schema. As many rows as you need.

These 200 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
  • Track resource ID and type
  • Record student access frequency
  • Flag underutilized resources
  • Exclude outdated materials
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
curriculum-resource-utilization-logs

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