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The Online Revolution: Learning without Limits Daphne Koller & Andrew Ng Stanford University & Coursera

The Online Revolution: Learning without Limits

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Page 1: The Online Revolution: Learning without Limits

The Online Revolution:

Learning without LimitsDaphne Koller & Andrew Ng

Stanford University & Coursera

Page 2: The Online Revolution: Learning without Limits

400

100,000

pen

assive

nline

ourse

Page 3: The Online Revolution: Learning without Limits

Coursera

Broad range

of courses

Social

entrepreneurship

Partnership with

universities

Pedagogical

foundations

Page 4: The Online Revolution: Learning without Limits

3.3 million students

221 countries

11 million course enrollments

62 Universities337 courses

Page 5: The Online Revolution: Learning without Limits
Page 6: The Online Revolution: Learning without Limits

• 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

The Humanities, Sciences, Engineering, Business, ….

Page 8: The Online Revolution: Learning without Limits

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

Raul CoaguilaFulbright Scholar

(CS Courses)

Jolene CampbellNGO Founder

(Sociology 101)

Achint NigamEntrepreneurship

Competitor

(Gamification)

3.3 million students

Page 10: The Online Revolution: Learning without Limits

and 10 more

Sharon Watkins, Ohio

Page 11: The Online Revolution: Learning without Limits

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

STUDENT EXPERIENCE

Page 13: The Online Revolution: Learning without Limits

Timeline# u

sers

on

sit

e

Real Course

100K

50K

Course Begins

v

Page 14: The Online Revolution: Learning without Limits

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 15: The Online Revolution: Learning without Limits

Practice is Critical

"Retrieval Practice Produces More Learning than Elaborative Studying with

Concept Mapping." J. Karpicke, J. Blunt. Science (2011).

Study

0.8

0.7

0.6

0.5

0.4

0.3

0.2

0.1

0.0

Repeated

Study

Retrieval

Practice

0.8

0.7

0.6

0.5

0.4

0.3

0.2

0.1

0.0

Page 16: The Online Revolution: Learning without Limits

In-Lecture Interaction

Page 17: The Online Revolution: Learning without Limits

Autograded Homeworks and Exercises

Multiple choice

Short answer (regular expression)

Computer programs

Math expressions

Page 18: The Online Revolution: Learning without Limits

Mastery

Martin Odersky

EPFL

For students of similar

current performance,

mastery-based score

improvements

correlate with future

performance

Page 19: The Online Revolution: Learning without Limits

Peer Grading

John Hogenesch

Page 20: The Online Revolution: Learning without Limits

Peer Grading

Analysis by:

Matthew Salganik & Mitch Duneier

Princeton University Sociology Dept.

Mitch Duneier

Princeton

Page 21: The Online Revolution: Learning without Limits

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 22: The Online Revolution: Learning without Limits

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 23: The Online Revolution: Learning without Limits

Student community

Page 24: The Online Revolution: Learning without Limits

Author

Student

Open discussion around assignments

Student Grader

Student Author

Modern and Contemporary

American Poetry

Student Author

Student Author

Page 25: The Online Revolution: Learning without Limits

Peer Teaching in the Large

0

50

100

150

200

250

300

350

400

450

500

0 2000 4000 6000 8000 10000 12000 14000

# active users

resp

on

se

tim

e (

min

)

Page 26: The Online Revolution: Learning without Limits

Building a class community

Introduction to Sociology

Page 27: The Online Revolution: Learning without Limits

Global Network of Communities

Page 28: The Online Revolution: Learning without Limits

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

Statements of Accomplishment

Does not confer Stanford credit.

Student identify not verified.

Page 30: The Online Revolution: Learning without Limits

Identity Verification & & Signature Track

Page 31: The Online Revolution: Learning without Limits

Over 1,000 applications accepted• A physician from Egypt planning to teach

Nutrition for Health Promotion and Disease

Prevention in her village despite a disorganized

Ministry of Health

• A Bangladeshi professional studying Global

Sustainable Energy to improve the 53% access

to electricity in Bangladesh

• A student from Chile taking Neurons, Synapses

and Brains to prepare to apply for a PhD in

Huntington’s disease research

• A young Pakistani working at a public policy

think-tank applying Model Thinking concepts to

understand the rise of political factions in

Pakistan

Financial Aid

Page 32: The Online Revolution: Learning without Limits
Page 33: The Online Revolution: Learning without Limits

Improving Learning

Page 34: The Online Revolution: Learning without Limits

New Window into Human Learning

Wrong student answers

Page 35: The Online Revolution: Learning without Limits

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 36: The Online Revolution: Learning without Limits

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 37: The Online Revolution: Learning without Limits

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 38: The Online Revolution: Learning without Limits

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 39: The Online Revolution: Learning without Limits

A New Frontier for Education

Student

Learning

Low

High

Traditional

instruction

Faculty

ProductivityLow High

Office

hours MOOCs

New

frontierOld

frontier

Terwiesch,

2012

decrease costs

improve learning

Page 40: The Online Revolution: Learning without Limits

• More interactive than lectures

• Immediate feedback & mastery

• Individual tailoring of flow and pace

• Less threatening environment for students

• Detailed analytics to improve courses

• Time for meaningful engagement between

students and faculty, students and peers

Benefits to On-Campus Teaching

Page 41: The Online Revolution: Learning without Limits

• 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 42: The Online Revolution: Learning without Limits

• Incoming students prepared for the rigors of higher education

• Significantly increased enrollment capacity for high-enrollment

GenEd and Gateway courses

• High, consistent quality of offerings in these required Gateway

courses, enabling easy transfers

• Expansion of offerings of more advanced courses, especially in

smaller campuses

• Ease of transferring credits within and across states

• Serving different student populations:

– Open access courses for non-traditional learners, continuing education

– Guided courses for on-campus students, high-school dual enrollment

A New Model for Higher Education

Page 43: The Online Revolution: Learning without Limits

Lifelong Learning

High School 11.8%

Associate 5.2%

Bachelor 42.8%

Master's 36.7%

Doctoral 5.4%

Page 44: The Online Revolution: Learning without Limits

Learning without Limits

North Americ

a35.2%

Europe 28.2%

Asia 21.4%

South America 8.8%

Africa 3.6%

Oceania

2.8%