Remote Teacher Efficiency Metrics

This dataset provides granular metrics on remote K-12 teacher productivity, student engagement, and digital tool usage across virtual classrooms. It enables EdTech companies and education providers to benchmark teaching effectiveness, optimize remote training, and identify factors that drive improved student outcomes in online learning environments.

  • last updated 4 Dec 2025
  • by GoMask
The brief that made it

Benchmarking remote teacher performance across schools and platforms

Sample rows

preview · 8 of 150 rows · all 21 columns
teacher_idstringdigital_tool_usedstringengagement_scorefloattechnical_issues_reportedbooleangrade_levelstringteacher_namestringemailstringschool_idstringschool_namestringsubjectstringclassroom_idstringclassroom_namestringsession_datedatesession_start_timedatetimesession_end_timedatetimestudents_enrolledintegerstudents_presentintegerproductivity_scorefloatdigital_tool_featuresstringfeedback_submittedbooleanteacher_commentsstring
TCHR_001Google Classroom87.6falseK-2Sarah Martinezsarah.martinez@willowps.eduSCHL_01Willow Primary SchoolMathVCLS_001AMath Wizards2023-09-052023-09-05T09:00:002023-09-05T09:45:00221990.2quizzes, chattrueStudents responded well to interactive quizzes.
TCHR_002Zoom92.3false6-8David Chend.chen@lakelandacademy.orgSCHL_02Lakeland AcademyScienceVCLS_002BEarth Explorers2023-09-062023-09-06T10:15:002023-09-06T11:00:00272594.1breakout rooms, screen sharingtrueBreakout rooms facilitated group discussions.
TCHR_003Microsoft Teams80.4true3Fatima Hassanfatima.hassan@centralcity.eduSCHL_03Central City SchoolEnglishVCLS_003CLiterary Lions2023-09-072023-09-07T13:00:002023-09-07T13:50:00181585.9polls, file sharingtrueMinor connectivity issues during polls.
TCHR_004Zoom78.1falseKJohn O’Neilljohn.oneill@eastsideps.orgSCHL_04Eastside Public SchoolArtVCLS_004DCreative Cubs2023-09-082023-09-08T08:30:002023-09-08T09:15:00161380whiteboard, reactionsfalseStudents enjoyed drawing on the whiteboard.
TCHR_005Google Meet85.2false2Emily Brownemily.brown@willowps.eduSCHL_01Willow Primary SchoolScienceVCLS_005EScience Stars2023-09-112023-09-11T11:00:002023-09-11T11:45:00201888.5screen sharing, Q&AtrueQ&A feature increased participation.
TCHR_006Google Classroom88.9false7Robert Leerobert.lee@lakelandacademy.orgSCHL_02Lakeland AcademyMathVCLS_006FAlgebra Achievers2023-09-122023-09-12T14:00:002023-09-12T14:50:00252391.6assignments, chattrueAssignment submissions were timely.
TCHR_007Zoom90false4Sophia Turnersophia.turner@centralcity.eduSCHL_03Central City SchoolHistoryVCLS_007GTime Travelers2023-09-132023-09-13T15:15:002023-09-13T16:00:00212093.3screen sharing, pollsfalsePolls helped gauge understanding.
TCHR_008Microsoft Teams82.7false5Mohammed Alvim.alvi@eastsideps.orgSCHL_04Eastside Public SchoolEnglishVCLS_008HGrammar Gurus2023-09-142023-09-14T09:30:002023-09-14T10:15:00191687.9file sharing, chattrueStudents needed clarification on assignment.

What the 150 rows show

from the 150-row sample
  • 11%technical_issues_reported = true
  • 83.3median engagement_score
  • 9school names
  • 10schools
  • 13subjects
  • 43digital tool featureses
digital_tool_used150 rows by value
0255042Zoom28%40Google…27%34Micros…23%30Google…20%4Canvas3%
engagement_score150 rows, in bands of 10
040800000003428025050100engagement_score →

Median 83.3, from 68.4 to 96.2.

grade_level150 rows · top 10 of 19 values
  1. 419
  2. K-218
  3. 316
  4. 516
  5. 812
  6. 711
  7. 69
  8. 128
  9. 97
  10. 107
21 columns by typefrom the column list below
  • string 12
  • integer 2
  • float 2
  • date 1
  • datetime 2
  • boolean 2

Columns

21 columns in four groups
blueprint · 21 columns
columntypedescriptionexample
Text 12 columns
teacher_idstringUnique identifier for each remote teacheruniqueTCHR_001
teacher_namestringFull name of the teacherSarah Martinez
emailstringTeacher's email addressuniqueemily.brown@willowps.edu
school_idstringUnique identifier for the school or institution10 schoolsSCHL_01
school_namestringName of the school or institution9 namesWillow Primary School
grade_levelstringGrade level(s) taught by the teacher (e.g., '3', 'K-5')K-2
subjectstringSubject(s) taught by the teacher (e.g., 'Math', 'Science')Math
classroom_idstringUnique identifier for the virtual classroomVCLS_001A
classroom_namestringName or title of the virtual classroomoptionalMath Wizards
digital_tool_usedstringName of the primary digital tool or platform used (e.g., 'Zoom', 'Google Classroom')5 usedsGoogle Classroom
digital_tool_featuresstringMain features utilized during the session (e.g., 'breakout rooms, polls')optionalquizzes, chat
teacher_commentsstringAdditional comments or observations from the teacheroptionalShared art portfolios.
Numbers 4 columns
students_enrolledintegerNumber of students enrolled in the virtual classroom1 or more22
students_presentintegerNumber of students present during the session0 or more19
engagement_scorefloatAverage engagement score for the session (0-100 scale)0 to 10087.6
productivity_scorefloatTeacher productivity score for the session (0-100 scale)0 to 10090.2
Dates and times 3 columns
session_datedateDate of the remote teaching session2023-09-05
session_start_timedatetimeStart time of the remote teaching session2023-09-05T09:00:00
session_end_timedatetimeEnd time of the remote teaching session2023-09-05T09:45:00
True or false 2 columns
technical_issues_reportedbooleanWhether any technical issues were reported during the sessionfalse
feedback_submittedbooleanWhether teacher submitted feedback for the sessionoptionaltrue

Use it for

  • technical issu…11%17 of 150 rowsmean engagement score…83.9Zoom83.5Goog…84.1Micr…80.9Goog…

    An education dashboard

    The technical_issues_reported rate, engagement_score by digital_tool_used and a breakdown of grade_level. Excel, Power BI or Tableau.

  • Why do 17 of 150 rows have technical_issues_reported = true?

    A class exercise

    Hand out the rows and one question. Everyone works from the same 150 rows.

  • A software demo

    Believable teachers with teacher_name, email and school_id to fill a screen in front of a buyer.

Not quite right?

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Same 21 columns, your size and your rules. See 20 rows before you pay.

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This dataset150 rows21 columns
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blueprint · remote-teacher-efficiency-metrics

Behind this dataset

Same schema. As many rows as you need.

These 150 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 a unique teacher for a given week.
  • Engagement scores are calculated from attendance, assignment completion, and feedback metrics.
  • Digital tool usage records the frequency and diversity of platform features employed.
  • Productivity is quantified by lesson delivery rate and student progress tracking.
  • Anonymized teacher IDs are used to ensure privacy.
Rows
Open the blueprint in Data Factory

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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
remote-teacher-efficiency-metrics

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