SlideShare a Scribd company logo
1 of 6
Download to read offline
Enrolling in an online course:
Am I too late?
Also, how much effort
is required?
Predictor
EdX data: 15 courses - 500k students
Predicting student certification
Data
• Demographics (age, gender, country, 

education level)
• Timing (course launch, student registration,

student drop out, # distinct days worked)
• Certification in one or more courses
Predictive Model
Trained data with different classifiers and
cross-validated. Best model is Quadratic
Discriminant Analysis, with 75% prediction
accuracy.
Most relevant features
Demographics and previous
experience not as important as:
• How late is the student joining the course?
• How many days per week is she/he 

willing to work?
• What fraction of the course will be 

completed by the student?
Who am I?

More Related Content

What's hot

Engaging large cohorts of international students, technology enhanced learning
Engaging large cohorts of international students, technology enhanced learningEngaging large cohorts of international students, technology enhanced learning
Engaging large cohorts of international students, technology enhanced learningKulari Lokuge
 
Comprehension needs assessment slides
Comprehension needs assessment slidesComprehension needs assessment slides
Comprehension needs assessment slidesTracy Buttillo
 
Last milers presentation
Last milers presentationLast milers presentation
Last milers presentationjofsink
 
EDU-M University Brochure
EDU-M University BrochureEDU-M University Brochure
EDU-M University BrochureMobiloitte
 
#HobsonsInsights - ROI Malaysia
#HobsonsInsights - ROI Malaysia#HobsonsInsights - ROI Malaysia
#HobsonsInsights - ROI MalaysiaHobsons APAC
 
Advanced Analytics Certificate Flyer
Advanced Analytics Certificate FlyerAdvanced Analytics Certificate Flyer
Advanced Analytics Certificate Flyermisanthropic777
 
Understanding, predicting and optimizing learning with Learning Analytics
Understanding, predicting and optimizing learning with Learning AnalyticsUnderstanding, predicting and optimizing learning with Learning Analytics
Understanding, predicting and optimizing learning with Learning AnalyticsCITE
 
STaRs At Dawson High School
STaRs At Dawson High SchoolSTaRs At Dawson High School
STaRs At Dawson High Schoolkathleenhart
 
STaRs At Dawson High School
STaRs At Dawson High SchoolSTaRs At Dawson High School
STaRs At Dawson High Schoolkathleenhart
 
A Discussion of Learning Analytics on Big Data 基于大数据的学习分析研究
A Discussion of Learning Analytics on Big Data 基于大数据的学习分析研究A Discussion of Learning Analytics on Big Data 基于大数据的学习分析研究
A Discussion of Learning Analytics on Big Data 基于大数据的学习分析研究CITE
 
Texas S Ta R Chart
Texas S Ta R ChartTexas S Ta R Chart
Texas S Ta R ChartBeth Polk
 
Getting Serious About Student Retention
Getting Serious About Student RetentionGetting Serious About Student Retention
Getting Serious About Student RetentionHobsons
 
Introduction to Honors Program
Introduction to Honors ProgramIntroduction to Honors Program
Introduction to Honors ProgramJustin Shumway
 
Roadmap to world class university
Roadmap to world class university Roadmap to world class university
Roadmap to world class university LAZOVOY
 

What's hot (20)

Engaging large cohorts of international students, technology enhanced learning
Engaging large cohorts of international students, technology enhanced learningEngaging large cohorts of international students, technology enhanced learning
Engaging large cohorts of international students, technology enhanced learning
 
Comprehension needs assessment slides
Comprehension needs assessment slidesComprehension needs assessment slides
Comprehension needs assessment slides
 
Quality Assurance and student success
Quality Assurance and student success Quality Assurance and student success
Quality Assurance and student success
 
Advising 101
Advising 101Advising 101
Advising 101
 
Last milers presentation
Last milers presentationLast milers presentation
Last milers presentation
 
EDU-M University Brochure
EDU-M University BrochureEDU-M University Brochure
EDU-M University Brochure
 
#HobsonsInsights - ROI Malaysia
#HobsonsInsights - ROI Malaysia#HobsonsInsights - ROI Malaysia
#HobsonsInsights - ROI Malaysia
 
Texas STaR Chart
Texas STaR ChartTexas STaR Chart
Texas STaR Chart
 
Excellence rome - v03 2016
Excellence   rome - v03 2016Excellence   rome - v03 2016
Excellence rome - v03 2016
 
Advanced Analytics Certificate Flyer
Advanced Analytics Certificate FlyerAdvanced Analytics Certificate Flyer
Advanced Analytics Certificate Flyer
 
Edlw tel 2016_0ssiannilsson
Edlw tel 2016_0ssiannilssonEdlw tel 2016_0ssiannilsson
Edlw tel 2016_0ssiannilsson
 
Understanding, predicting and optimizing learning with Learning Analytics
Understanding, predicting and optimizing learning with Learning AnalyticsUnderstanding, predicting and optimizing learning with Learning Analytics
Understanding, predicting and optimizing learning with Learning Analytics
 
STaRs At Dawson High School
STaRs At Dawson High SchoolSTaRs At Dawson High School
STaRs At Dawson High School
 
STaRs At Dawson High School
STaRs At Dawson High SchoolSTaRs At Dawson High School
STaRs At Dawson High School
 
A Discussion of Learning Analytics on Big Data 基于大数据的学习分析研究
A Discussion of Learning Analytics on Big Data 基于大数据的学习分析研究A Discussion of Learning Analytics on Big Data 基于大数据的学习分析研究
A Discussion of Learning Analytics on Big Data 基于大数据的学习分析研究
 
Texas S Ta R Chart
Texas S Ta R ChartTexas S Ta R Chart
Texas S Ta R Chart
 
Vivek inspire
Vivek inspireVivek inspire
Vivek inspire
 
Getting Serious About Student Retention
Getting Serious About Student RetentionGetting Serious About Student Retention
Getting Serious About Student Retention
 
Introduction to Honors Program
Introduction to Honors ProgramIntroduction to Honors Program
Introduction to Honors Program
 
Roadmap to world class university
Roadmap to world class university Roadmap to world class university
Roadmap to world class university
 

Recently uploaded

Play hard learn harder: The Serious Business of Play
Play hard learn harder:  The Serious Business of PlayPlay hard learn harder:  The Serious Business of Play
Play hard learn harder: The Serious Business of PlayPooky Knightsmith
 
AIM of Education-Teachers Training-2024.ppt
AIM of Education-Teachers Training-2024.pptAIM of Education-Teachers Training-2024.ppt
AIM of Education-Teachers Training-2024.pptNishitharanjan Rout
 
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxEsquimalt MFRC
 
Simple, Complex, and Compound Sentences Exercises.pdf
Simple, Complex, and Compound Sentences Exercises.pdfSimple, Complex, and Compound Sentences Exercises.pdf
Simple, Complex, and Compound Sentences Exercises.pdfstareducators107
 
FICTIONAL SALESMAN/SALESMAN SNSW 2024.pdf
FICTIONAL SALESMAN/SALESMAN SNSW 2024.pdfFICTIONAL SALESMAN/SALESMAN SNSW 2024.pdf
FICTIONAL SALESMAN/SALESMAN SNSW 2024.pdfPondicherry University
 
How to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxHow to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxCeline George
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxJisc
 
Introduction to TechSoup’s Digital Marketing Services and Use Cases
Introduction to TechSoup’s Digital Marketing  Services and Use CasesIntroduction to TechSoup’s Digital Marketing  Services and Use Cases
Introduction to TechSoup’s Digital Marketing Services and Use CasesTechSoup
 
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...Amil baba
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxRamakrishna Reddy Bijjam
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxHMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxmarlenawright1
 
Economic Importance Of Fungi In Food Additives
Economic Importance Of Fungi In Food AdditivesEconomic Importance Of Fungi In Food Additives
Economic Importance Of Fungi In Food AdditivesSHIVANANDaRV
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxDr. Ravikiran H M Gowda
 
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxExploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxPooja Bhuva
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - Englishneillewis46
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jisc
 
PANDITA RAMABAI- Indian political thought GENDER.pptx
PANDITA RAMABAI- Indian political thought GENDER.pptxPANDITA RAMABAI- Indian political thought GENDER.pptx
PANDITA RAMABAI- Indian political thought GENDER.pptxakanksha16arora
 

Recently uploaded (20)

Play hard learn harder: The Serious Business of Play
Play hard learn harder:  The Serious Business of PlayPlay hard learn harder:  The Serious Business of Play
Play hard learn harder: The Serious Business of Play
 
AIM of Education-Teachers Training-2024.ppt
AIM of Education-Teachers Training-2024.pptAIM of Education-Teachers Training-2024.ppt
AIM of Education-Teachers Training-2024.ppt
 
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
 
OS-operating systems- ch05 (CPU Scheduling) ...
OS-operating systems- ch05 (CPU Scheduling) ...OS-operating systems- ch05 (CPU Scheduling) ...
OS-operating systems- ch05 (CPU Scheduling) ...
 
Simple, Complex, and Compound Sentences Exercises.pdf
Simple, Complex, and Compound Sentences Exercises.pdfSimple, Complex, and Compound Sentences Exercises.pdf
Simple, Complex, and Compound Sentences Exercises.pdf
 
FICTIONAL SALESMAN/SALESMAN SNSW 2024.pdf
FICTIONAL SALESMAN/SALESMAN SNSW 2024.pdfFICTIONAL SALESMAN/SALESMAN SNSW 2024.pdf
FICTIONAL SALESMAN/SALESMAN SNSW 2024.pdf
 
How to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxHow to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptx
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptx
 
Introduction to TechSoup’s Digital Marketing Services and Use Cases
Introduction to TechSoup’s Digital Marketing  Services and Use CasesIntroduction to TechSoup’s Digital Marketing  Services and Use Cases
Introduction to TechSoup’s Digital Marketing Services and Use Cases
 
Our Environment Class 10 Science Notes pdf
Our Environment Class 10 Science Notes pdfOur Environment Class 10 Science Notes pdf
Our Environment Class 10 Science Notes pdf
 
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
NO1 Top Black Magic Specialist In Lahore Black magic In Pakistan Kala Ilam Ex...
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxHMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
 
Economic Importance Of Fungi In Food Additives
Economic Importance Of Fungi In Food AdditivesEconomic Importance Of Fungi In Food Additives
Economic Importance Of Fungi In Food Additives
 
REMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptxREMIFENTANIL: An Ultra short acting opioid.pptx
REMIFENTANIL: An Ultra short acting opioid.pptx
 
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxExploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
 
Graduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - EnglishGraduate Outcomes Presentation Slides - English
Graduate Outcomes Presentation Slides - English
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)
 
PANDITA RAMABAI- Indian political thought GENDER.pptx
PANDITA RAMABAI- Indian political thought GENDER.pptxPANDITA RAMABAI- Indian political thought GENDER.pptx
PANDITA RAMABAI- Indian political thought GENDER.pptx
 

Slides

  • 1. Enrolling in an online course: Am I too late? Also, how much effort is required?
  • 2. Predictor EdX data: 15 courses - 500k students Predicting student certification
  • 3. Data • Demographics (age, gender, country, 
 education level) • Timing (course launch, student registration,
 student drop out, # distinct days worked) • Certification in one or more courses
  • 4. Predictive Model Trained data with different classifiers and cross-validated. Best model is Quadratic Discriminant Analysis, with 75% prediction accuracy.
  • 5. Most relevant features Demographics and previous experience not as important as: • How late is the student joining the course? • How many days per week is she/he 
 willing to work? • What fraction of the course will be 
 completed by the student?