Adaptive Learning Platform Usage Data

This dataset provides detailed, session-level records of student interactions with adaptive learning platforms across remote classrooms, including engagement, performance, interventions, and resource allocation. It enables educational leaders to monitor technology adoption, identify areas for targeted support, and optimize operational strategies for improved learning outcomes.

  • last updated 3 Dec 2025
  • by GoMask
The brief that made it

Monitor and improve adaptive learning platform adoption and engagement

Sample rows

preview · 8 of 75 rows · all 27 columns
usage_idstringintervention_typestringengagement_scorefloatintervention_flagbooleanteacher_idstringstudent_idstringstudent_namestringclassroom_idstringclassroom_namestringschool_idstringschool_namestringdistrict_idstringdistrict_namestringplatform_idstringplatform_namestringsession_idstringsession_start_timedatetimesession_end_timedatetimesession_duration_minutesfloatactivity_typestringactivity_namestringperformance_scorefloatresource_allocation_levelstringteacher_namestringsession_feedbackstringremote_flagbooleansession_datedate
U001-2024Anone92.3falseT200S101Ava SantiagoC10Math 7ASCH01Northview Middle SchoolD100East Valley DistrictP1Edaptive CoreSESS-00012024-03-12T09:10:002024-03-12T09:50:0040lessonLinear Equations Introduction88.7mediumEmily CarterStudent asked relevant questions.true2024-03-12
U002-2024Aremedial77.1trueT201S102Liam PatelC11Science 8BSCH02Westside AcademyD101Westside UnifiedP2LearnSphereSESS-00022024-03-13T14:05:002024-03-13T14:35:0030quizPlant Cell Quiz81.2highJames LeeExtra resources provided post-quiz.true2024-03-13
U003-2024Anone84falseT202S103Mia NguyenC12English 6CSCH03Greenhill SchoolD102Greenhill DistrictP1Edaptive CoreSESS-00032024-03-14T11:15:002024-03-14T11:50:0035practiceReading Comprehension76.5mediumSarah KimGood participation.false2024-03-14
U004-2024Aremedial65.8trueT200S104Noah RobinsonC10Math 7ASCH01Northview Middle SchoolD100East Valley DistrictP3PathEduSESS-00042024-03-15T13:00:002024-03-15T13:50:0050assessmentUnit 1 Test59.4highEmily CarterLow confidence; remedial session scheduled.true2024-03-15
U005-2024Anone94.5falseT203S105Sophia HernandezC13History 8ASCH04Lakeside PrepD103Lakeside ISDP2LearnSphereSESS-00052024-03-16T10:20:002024-03-16T11:00:0040lessonCivil War Causes98.7lowRobert SmithExceptional engagement.false2024-03-16
U006-2024Amotivation71.9trueT201S106Elijah BrownC14Science 7BSCH02Westside AcademyD101Westside UnifiedP3PathEduSESS-00062024-03-18T09:30:002024-03-18T10:10:0040otherGroup Project: Solar SystemblankmediumJames LeePeer collaboration encouraged.true2024-03-18
U007-2024Anone89falseT202S107Oliver DavisC15English 7CSCH03Greenhill SchoolD102Greenhill DistrictP1Edaptive CoreSESS-00072024-03-19T15:00:002024-03-19T15:45:0045practiceEssay Writing Techniques90.2mediumSarah KimStudent demonstrated improvement.false2024-03-19
U008-2024Anone80.6falseT203S108Charlotte MartinezC13History 8ASCH04Lakeside PrepD103Lakeside ISDP2LearnSphereSESS-00082024-03-20T08:45:002024-03-20T09:30:0045lessonReconstruction Era78.1lowRobert SmithStudent completed all tasks.false2024-03-20

What the 75 rows show

from the 75-row sample

Remedial (intervention type) stands out: 13 of its 13 rows have intervention_flag = true, against 6 of 62 for the rest.

  • 25%intervention_flag = true
  • 80.5median engagement_score
  • 3resource allocation levels
  • 5activity types
  • 17districts
  • 19district names
Intervention flag rate by intervention_typeintervention_flag = true
0%50%100%100%remedial13 of 13100%technica…2 of 2100%motivati…4 of 40%none0 of 56

Remedial (intervention type)'s mean engagement_score is 62.9, against 69.7 for technical-support, 70.4 for motivation and 83.8 for none.

engagement_score75 rows, in bands of 10
0153000000511192812050100engagement_score →

Median 80.5, from 54.7 to 95.0.

teacher_id75 rows · top 10 of 26 values
  1. T2027
  2. T2056
  3. T2015
  4. T2004
  5. T2044
  6. T2064
  7. T2084
  8. T5054
  9. T5023
  10. T5083
27 columns by typefrom the column list below
  • string 19
  • float 3
  • date 1
  • datetime 2
  • boolean 2

Columns

27 columns in four groups
blueprint · 27 columns
columntypedescriptionexample
Text 19 columns
usage_idstringUnique identifier for each usage recorduniqueU001-2024A
student_idstringUnique identifier for the studentS101
student_namestringFull name of the studentoptionalAva Santiago
classroom_idstringUnique identifier for the classroomC10
classroom_namestringName or label of the classroomoptionalMath 7A
school_idstringUnique identifier for the schoolSCH01
school_namestringName of the schooloptionalNorthview Middle School
district_idstringUnique identifier for the school districtoptionalD100
district_namestringName of the school districtoptionalEast Valley District
platform_idstringUnique identifier for the adaptive learning platformP1
platform_namestringName of the adaptive learning platformoptionalEdaptive Core
session_idstringUnique identifier for the platform sessionoptionalSESS-0001
activity_typestringType of activity performed (e.g., lesson, quiz, practice)lesson · quiz · practice · assessment · otherlesson
activity_namestringName or title of the activityoptionalPlant Cell Quiz
intervention_typestringType of intervention applied (if any)5 values · optionalnone
resource_allocation_levelstringLevel of resource allocation for the session (e.g., high, medium, low)high · medium · low · optionalmedium
teacher_idstringUnique identifier for the teacheroptionalT200
teacher_namestringFull name of the teacheroptionalEmily Carter
session_feedbackstringOptional qualitative feedback about the sessionoptionalGood participation.
Numbers 3 columns
session_duration_minutesfloatTotal duration of the session in minutes0 or more40
engagement_scorefloatScore representing student engagement during the session (0-100)0 to 100 · optional92.3
performance_scorefloatScore representing student performance in the activity (0-100)0 to 100 · optional88.7
Dates and times 3 columns
session_start_timedatetimeTimestamp when the session started2024-03-12T09:10:00
session_end_timedatetimeTimestamp when the session ended2024-03-12T09:50:00
session_datedateDate of the session2024-03-12
True or false 2 columns
intervention_flagbooleanIndicates if a targeted intervention was triggered during the sessionoptionalfalse
remote_flagbooleanIndicates if the session was conducted remotelytrue

Use it for

  • intervention f…25%19 of 75 rowsmean engagement score…62.9reme…69.7tech…70.4moti…83.8none

    An education dashboard

    The intervention_flag rate, engagement_score by intervention_type and a breakdown of teacher_id. Excel, Power BI or Tableau.

  • Why do 19 of 75 rows have intervention_flag = true?

    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 usages with student_id, student_name and classroom_id to fill a screen in front of a buyer.

Not quite right?

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blueprint · adaptive-learning-platform-usage-data

Behind this dataset

Same schema. As many rows as you need.

These 75 rows came out of a blueprint — 27 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 unique classroom or cohort
  • Usage metrics include login frequency, time spent, and module completion rates
  • Performance data anonymized and aggregated per group
  • Records include device type and connectivity status
  • At least 15% of rows show below-average engagement for analysis
Rows
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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
adaptive-learning-platform-usage-data

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