the online revolution: learning without limits · learning without limits daphne koller. coursera...

36
The Online Revolution: Learning without Limits Daphne Koller

Upload: others

Post on 11-Aug-2020

8 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

The Online Revolution:

Learning without LimitsDaphne Koller

Page 2: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Coursera

400

100,000

pen

assive

nline

ourse

Page 3: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Coursera

Broad range

of courses

Social

entrepreneurship

Partnership with

universities

Pedagogical

foundations

Page 4: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

3.3 million students

221 countries

11 million course enrollments

62 Universities337 courses

Page 5: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship
Page 6: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

• 30 of the top 60 universities worldwide (Academic Ranking of World Universities)

• The #1 or #2 ranked university in 14 countries.

Page 7: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Great content from many university partners

Page 8: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Entry-level Courses on Coursera

Entry level courses:• 20+ entry level courses on

Coursera

• Spanning broad base of

topics: math, bio, writing,

physics, psych, chem, CS,

accounting

• Hosting 7 of 11 Gates

funded entry-level MOOCs

• 5 ACE-accredited classes

Page 9: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

• MSJC won a Gates grant to produce a remedial English writing MOOC

• Purpose of this course: preparing students for a high-stakes English 101

placement exam; poor test performance adversely affects degree completion time

• Currently, only 15% of students pass English 101

• Course is free for the first five years

• Paid peer tutors will assist students through feedback and forum monitoring

Mount San Jacinto College

Page 10: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Coursera changed my life....If I would have never

taken the sociology course I would have never

met some amazing people including one who

helped me step out of my daily me and her and I

would have never co-founded an NGO together.

Now both of us take Coursera courses to help us

in our NGO work. (Jolene Campbell)

Page 11: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

I grew a lot from answering the longer quizzes

and wrestling with the complex essay grading

rubrics… you are not only allowing autistic

people to learn, but actually diminishing the

severity of the illness itself. (Daniel Bergmann)

Page 12: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

The student experience

Page 13: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Modern sequencing

methods (11 min)

Genomic

economics (8

min)

Personalized

medicine (13 min)

History: The

Human Genome

Project (12 min)

Modern GenomicsGenes and alleles

(10 min)

Basic Genetics

Refresher (OPTIONAL)

Mendelian

inheritance

(13 min)

What is DNA?

(12 min)

Genetic testing in

the commercial

world (11 min)

Protecting privacy

(9 minutes)

Case study: direct-

to-consumer

genetics (12 min)

Case study:

family planning

(13 min)

Commercial Genomics

(OPTIONAL)

Personalized Learning

Page 14: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

In-Lecture Interaction

Page 15: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Innovative Lecture Formats

Sustainability Health Policy & the Affordable Care Act

GamificationIntroduction to Sociology

Page 16: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Autograded Homeworks and Exercises

Multiple choice

Short answer (regular expression)

Computer programs

Math expressions

Page 17: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Mastery

Martin Odersky

EPFL

For students of similar

current performance,

mastery-based score

improvements

correlate with future

performance

Page 18: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

CourseraPeer Grading

Page 19: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Peer Grading Accuracy (Soc101, Princeton)

Analysis by:

Matthew Salganik & Mitch Duneier

Princeton University Sociology Dept.

Mitch Duneier

Princeton

Page 20: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Creative, open-ended assignments via peer grading

Ramaswamy Venkatachalam

Gujarat, India

Paul Mendoza

Manila, Philippines

LaPtabel

laptop table

DuoSlim

portable device holder

Neo-WD

space-efficient workdesk

Aranzazu Hurtado Ruiz

Madrid, Spain

Karl Ulrich

Wharton, UPenn

Page 21: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Student community

Page 22: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Platform

Page 23: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Coursera

RandomizationNo programming

requiredInstant Feedback

Authoring tools: As easy to use as Google docs

Rich formatting, mathematical expressions, JavaScript, etc

Page 24: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Identity Verification & Academic Integrity

Digital webcam proctoring

Page 25: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Detailed Analytics Improve Teaching

Wrong student answers

Page 26: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Data: Learn how students learn

Dan MacFarland

Student Group A Student Group B

“These lessons have been much

harder to focus on (at least for me),

because there was no talking face.”

Page 27: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Coursera App Platform (coming soon)

Enables rich ecosystem of educational apps, with shared data model

o Physics simulators

o Multi-student games

o Note taking tools, student organization tools, ….

o Advanced auto-graders, adaptive learning software, ….

Seamless integration

o Integration via APIs

o We help scale up from 1 to 100,000 students

Supports experimentation

o Instructors can build their own tools for their class

Page 28: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Small Group Sections (coming soon)

• Support small, closed study groups

within a larger course:

• On-campus class

announcements

• Closed forums

• Notes and note-taking tools

• Instructor access to grades for

the students in the section

• Facilitate closer interactions between

instructors, TAs and students

• … while benefiting from the richness

of interaction in a larger community

Lawrence Barkley and Ted Blake

Page 29: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Improving Outcomes

Page 30: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Individual

Tutoring

Lecture

Mastery Learning

Achievement Score

The 2 Sigma Problem

"The 2 Sigma Problem: The Search for Methods of Group Instruction as Effective as

One-to-One Tutoring." B. Bloom, Educational Researcher (1984).

Page 31: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

College is a place where a professor’s lecture

notes go straight to the students’ lecture

notes, without passing through

the brains of either.

—Edwin Emery Slosson

Page 32: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

58%50%

41%

81%85%

74%

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

Attendance Engagement Learning

Lecture

Active Learning

Active Learning in the Classroom

"Improved Learning in a Large-Enrollment Physics Class."

L. Deslauriers, E. Schelew, and C. Wieman. Science (2011).

Attendance Engagement Learning

Page 33: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

The Best of Both Worlds

• High-quality online content

• Produced locally or adopted

from another institution

• High-touch interaction with local

instructor

• Active learning, problem solving,

personal attention to students

Page 34: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

• Self-selected level of guidance

– E.g. if a student is stronger in Math than English, she may elect

to enroll in a lower-touch Math, but a higher-touch English

– Students might pay according to the level of ‘touch’ they receive

in the course

• Multi-campus or multi-section enrollment

– One large course offers economies of scale, richer community

– Smaller groups embedded within course allow individualized

attention from instructor

– Group composition can be based on location, ability, interests, …

Flexibility in Course Structure

Page 35: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

A New Frontier for Education

Student Learning

Low

High

Traditional instruction

Faculty Productivity

Low High

Office hours MOOCs

New frontier

Old frontier

Terwiesch, 2012

decrease costs

improve learning

Page 36: The Online Revolution: Learning without Limits · Learning without Limits Daphne Koller. Coursera 400 100,000 pen assive nline ourse. Coursera Broad range of courses Social entrepreneurship

Learning without Limits

North America35.2%

Europe 28.2%

Asia 21.4%

South America

8.8%

Africa 3.6%

Oceania2.8%