SlideShare a Scribd company logo
Lessons From The Explosive Growth
of Online Learning During Covid-19
Michael Berliner
Sr Product Mgr,
Growth
Paras Chopra
Founder & Chairman
Rajit Dasgupta
Head of Growth Product
MasterClass SpringboardVWO
WEBINARS
MasterClass Springboard
I’m Paras Chopra, Founder & Chairman of VWO
MasterClass Springboard
- We provide a software platform to 6000+ brands for optimizing customer
experience on their websites and apps
- We do this by enabling our customers conduct research-backed experiments
across their funnel
○ Research backed = surveys, session replays, heatmaps, funnels
○ Experiments = A/B testing (both frontend changes and backend algorithms), Bandit algos
○ Across funnel = website, app, browser push notifications, FB Messenger, ...
- Customers include major e-learning brands across the world
○ Encyclopedia Britannica, Penn Foster, Pearson, Emeritus & Springboard
About VWO
MasterClass Springboard
So we A/B tested on you :)
And here are the results..
MasterClass Springboard
70% more registrations with video
thumbnail
MasterClass Springboard
“Online learning is seeing a windfall but...”
v/s
“This industry’s growth has exploded through the roof”
Tested Subject Lines
No significant difference in open rates
MasterClass Springboard
Tested Landing Page (with or w/o video)
Surprising? Yep, we were surprised too.
Also: Because this optimization was time sensitive, we used multi-armed bandit (and not A/B testing)
to dynamically give more traffic to better performing one.
Not familiar with multi-armed bandit? Leave a comment and I will have someone from team follow up.
MasterClass Springboard
Why are we doing this webinar?
MasterClass Springboard
Because of the unprecedented and sudden increase in
number of people interested in online learning
MasterClass Springboard
We started reading anecdotes from online learning
companies that they’ve doubled overnight
“Before the crisis, we were seeing
18 million students come every
month. It looks like those
numbers could now double. Our
server costs alone are likely to
double now.”
Sal Khan
Founder of Khan Academy
MasterClass Springboard
But it seems like as economy is opening, the trend is
going back to pre-lockdown levels
MasterClass Springboard
Key question: Will this sudden spike
translate into long-term growth for e-
learning companies?
MasterClass Springboard
Does this represent an opportunity?
£10k / year $8k / year Upto $50k / year
MasterClass Springboard
To help answer these questions, we invited leaders of MasterClass
and Springboard who’re responsible for growth at their
companies
Michael Berliner
Sr Product Manager, Growth
MasterClass
Rajit Dasgupta
Head of Growth Product,
Springboard
MasterClass Springboard
Format of the webinar
- 20 mins Michael’s talk + 5 min QnA
- 20 mins Rajit’s talk + 5 min QnA
For questions:
- Use the questions / chat option in GoToWebinar
Maximizing Growth in E-Learning
What’s changed?
...and what will sustain?
How do you get a piece of that pie?
...and keep it.
MasterClass
First, understand that there is a lot of free education
So you have to focus in on your target audience
● Learn new things.
● Practical techniques.
● Become better at a hobby.
● Advance in my profession.
● Transition to a new career path.
● ...
● Youth
● High-school
● Undergrad
● Grad
● Professional
● ...
● Technical
● Arts
● Trades & Skills
● How to
● All
● ...
Level Category Objective
Strategic Opportunistic Audience-Driven
And run a strong growth optimization cycle
Ideation Prioritization Execution Learnings
MasterClass
Comparable
Products
Prior Experiments
Data & Analytics
User Research
Brainstorming
Confidence
=
Data
+
Relevancy
Subject Matter
Experts
How conversion works
( Perceived Value ) x Excitement
( Perceived Costs ) x Context
>
Questions we ask
1. How would you describe the product to a friend or family member?
2. What was the most exciting part of your experience?
3. What do you like about the page? Dislike? Want?
4. At what point did you get the information you needed to make a decision?
5. Which of these is most important for deciding whether to buy?
6. Which of these, if any, would be your hesitation with buying?
7. If it cost $X, would you buy it? Why or why not?
We want to maximize the perceived value
And get them excited
While reducing their perceived costs
And helping them understand it’s feasible right now
Process cheat-sheet
Objective Tactics
Hypothesis Ideation Comparables
User Surveys
On-Site Polls
Prioritization I.C.E. Scoring
Hypothesis “Themes”
Execution Self-Contained Pod
“1 Review” Standards
Experimentation Architecture
Streamlined Processes
Learnings Standardized Segmentation
Secondary Metrics
Winning/Losing “Themes”
Learning from Losers
Where will there be opportunity?
...and how long is the window open?
Schools need remote capability
Lost jobs
More time
Acceleration of e-learning market
Changes and market forces create opportunity
→ higher education.
→ bootcamps & pivot products.
→ e-learning facilitation tools.
→ job search & recruiting.
→ hobbies & skills.
→ specialized products.
Thank You
Michael Berliner
https://www.linkedin.com/in/berlinermichael
https://www.MikeCrunch.com
Appendix
Confidence
Impact
Effort
Confidence
Impact
Effort
= Estimated effect on target metric
= Estimated person-weeks of time
Online education allows people to learn at their own pace
MasterClass
But we can’t lose sight of classroom benefits
MasterClass
Less commuting means less work time
Source: BLS
Lost jobs have led to more time + skills education
Source: BLS
The cost of advertising has gone down
Adoption of online learning is accelerating
Source: Absolute Market Insights
Confidence
Impact
Effort
( ) Confidencex =
Value
Score
Throughput funnel
Velocity
Win-rate
Success Rate
Avg. Impact
Throughput metric curves
Experiment Design, Testing Medium,
Pod Structure
Backlog Size & Quality,
Winning Themes
Advanced Data Analysis
Testing Velocity
Test Win-Rate
Avg. Lift / Win
Improve With:
Eventually you calibrate these metrics by lever to more easily estimate a lever’s revenue potential
Metric
Time
Double Down
80/20
Don’t Do
There’s no “silver bullet”
Safe
Moderate
Risky
MasterClass
Questions?
MasterClass
Online Education in the
New Economy
Rajit Dasgupta
Head of Growth Product
WEBINARS
MasterClass Springboard
About me
1. 1st employee at Springboard
2. Intern > Analyst > Marketer > Product
Manager
Experimentation
3. I ❤️Education + Technology!
(Online school that helps you break into in-demand careers like
Data Science, Web Development, and UI/UX Design)
Agenda overview
1 2 3
Impact of COVID
on the edtech
landscape
What does the
University of the
future look like?
How to use CRO
effectively to
fuel growth?
How has COVID changed
online learning?
Mar 20th: California went into lockdown
Monthly
enrollments
growth
at Springboard
Education has traditionally been countercyclical to the economy
What’s different
this time?
● K-12 education: more than 1.4 billion students have
been impacted by school closures worldwide
● University courses: as classes shift online, students
question the high cost of college and demand refunds.
● Upskilling/reskilling courses: demand for MOOCs in
Apr-2020 is 2x higher than the entirety of 2019.
Impact across market
segments points to a shift
towards online.
The future of
work is here
● The average millennial will have 12-15 jobs over their
career (CNN)
● 53% of young professionals engage in freelance or
remote work, often balancing multiple gigs (IWG)
.
● Our generations will have to reinvent themselves every
4-6 years
Source: https://www.ft.com/content/554ff744-93fe-11ea-abcd-371e24b679ed
The traditional
education
system is still in
the past
● Synchronous, one-size-fits-all classroom model does
not meet the needs of the modern learner
● Disconnect between education and employment: over
46% of recent grads (U.S.) are underemployed (WSJ)
● Record high $1.6 trillion student debt - current
generations are financially worse off than their
parents.
So how will the university of
the future be different?
Fits your life, anytime anywhere
Online and flexible
No need to quit your job or relocate.
Learn on your own schedule, from
the comfort of your home.
High cost, time commitment
Quit job, change location, devote 2-4
years to attend classes on a strict
schedule.
Project-based curriculum
While you learn, build real-world
projects that you can speak
about in job interviews.
Learning by doing
Theory-based learning
Focus on theoretical concepts,
assessment based on
memorization, not application.
Everyone learns in their own way,
at their own pace
One size fits one, curriculum
updated continuously to cater to
industry needs.
Personalized, and up to date
Reliance on textbooks and
publications
One size fits all, updated once
every few years
1-on-1 industry mentors and
learning advisors to guide you
Allows for quicker feedback loops,
higher motivation and forces critical
thinking.
Human support to keep you accountable
Tenured instructors deliver 1-to-
many lectures
Need not have industry experience.
Focus on outcomes
Conversion Rate Optimization:
Lessons learnt at Springboard
● Think of CRO not as an additional growth channel, but
as an opportunity cost (potential $$ lost)
● It is the best mechanism to understand your users
motivations and needs better
● It encourages cross-team collaboration and results in
a fundamentally better product/experience.
Why should you CRO?
Step 0: Map out your funnel
Awareness
Interest
Intent
Soft commitment
Hard commitment
Enrollment
First interaction with brand/website
Viewing a product page
Paying for more information using
email
Fill out an application form
Complete skills assessment
Enrollment
Stage User behaviour Metrics
Website visits -> Product
page view (%)
Page view -> Syllabus
download (%)
Syllabus download -> form
completion (%)
Application -> assessment
completion (%)
Qualitative
User-testing for specific
features, walkthroughs of entire
flows.
Quantitative
On-site/app surveys, web
analytics, heatmaps and
recordings
User research to develop
hypotheses
● Move up the funnel
● Test fewer variations
● Run tests for longer
Refine testing focus to give you
more confidence on results
● Be wary of
manufacturing ‘cheap
intent’
● Get closest to ‘real’
business value
Look further down the funnel to
assess impact
Display testimonials
on the payment page
High vs. low touch
onboarding flow
Offer a call with an
alumni
● Be proactive about surfacing and
documenting new ideas from the
team (including engineering)
● Share out experiment results and
research with the wider team for
feedback and new ideas.
● Keep this experimentation loop
going!
Build a ‘bottoms up’ growth culture
rajit@springboard.com
@rajitdg
linkedin.com/in/rajitdasgupta
Drop me a line!
QnA

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Lessons From The Explosive Growth of Online Learning During Covid-19

  • 1. Lessons From The Explosive Growth of Online Learning During Covid-19 Michael Berliner Sr Product Mgr, Growth Paras Chopra Founder & Chairman Rajit Dasgupta Head of Growth Product MasterClass SpringboardVWO WEBINARS
  • 2. MasterClass Springboard I’m Paras Chopra, Founder & Chairman of VWO
  • 3. MasterClass Springboard - We provide a software platform to 6000+ brands for optimizing customer experience on their websites and apps - We do this by enabling our customers conduct research-backed experiments across their funnel ○ Research backed = surveys, session replays, heatmaps, funnels ○ Experiments = A/B testing (both frontend changes and backend algorithms), Bandit algos ○ Across funnel = website, app, browser push notifications, FB Messenger, ... - Customers include major e-learning brands across the world ○ Encyclopedia Britannica, Penn Foster, Pearson, Emeritus & Springboard About VWO
  • 4. MasterClass Springboard So we A/B tested on you :) And here are the results..
  • 5. MasterClass Springboard 70% more registrations with video thumbnail
  • 6. MasterClass Springboard “Online learning is seeing a windfall but...” v/s “This industry’s growth has exploded through the roof” Tested Subject Lines No significant difference in open rates
  • 7. MasterClass Springboard Tested Landing Page (with or w/o video) Surprising? Yep, we were surprised too. Also: Because this optimization was time sensitive, we used multi-armed bandit (and not A/B testing) to dynamically give more traffic to better performing one. Not familiar with multi-armed bandit? Leave a comment and I will have someone from team follow up.
  • 8. MasterClass Springboard Why are we doing this webinar?
  • 9. MasterClass Springboard Because of the unprecedented and sudden increase in number of people interested in online learning
  • 10. MasterClass Springboard We started reading anecdotes from online learning companies that they’ve doubled overnight “Before the crisis, we were seeing 18 million students come every month. It looks like those numbers could now double. Our server costs alone are likely to double now.” Sal Khan Founder of Khan Academy
  • 11. MasterClass Springboard But it seems like as economy is opening, the trend is going back to pre-lockdown levels
  • 12. MasterClass Springboard Key question: Will this sudden spike translate into long-term growth for e- learning companies?
  • 13. MasterClass Springboard Does this represent an opportunity? £10k / year $8k / year Upto $50k / year
  • 14. MasterClass Springboard To help answer these questions, we invited leaders of MasterClass and Springboard who’re responsible for growth at their companies Michael Berliner Sr Product Manager, Growth MasterClass Rajit Dasgupta Head of Growth Product, Springboard
  • 15. MasterClass Springboard Format of the webinar - 20 mins Michael’s talk + 5 min QnA - 20 mins Rajit’s talk + 5 min QnA For questions: - Use the questions / chat option in GoToWebinar
  • 16. Maximizing Growth in E-Learning
  • 18.
  • 19. How do you get a piece of that pie? ...and keep it. MasterClass
  • 20. First, understand that there is a lot of free education
  • 21. So you have to focus in on your target audience ● Learn new things. ● Practical techniques. ● Become better at a hobby. ● Advance in my profession. ● Transition to a new career path. ● ... ● Youth ● High-school ● Undergrad ● Grad ● Professional ● ... ● Technical ● Arts ● Trades & Skills ● How to ● All ● ... Level Category Objective Strategic Opportunistic Audience-Driven
  • 22. And run a strong growth optimization cycle Ideation Prioritization Execution Learnings MasterClass
  • 23. Comparable Products Prior Experiments Data & Analytics User Research Brainstorming Confidence = Data + Relevancy Subject Matter Experts
  • 24.
  • 25. How conversion works ( Perceived Value ) x Excitement ( Perceived Costs ) x Context >
  • 26. Questions we ask 1. How would you describe the product to a friend or family member? 2. What was the most exciting part of your experience? 3. What do you like about the page? Dislike? Want? 4. At what point did you get the information you needed to make a decision? 5. Which of these is most important for deciding whether to buy? 6. Which of these, if any, would be your hesitation with buying? 7. If it cost $X, would you buy it? Why or why not?
  • 27. We want to maximize the perceived value
  • 28. And get them excited
  • 29. While reducing their perceived costs
  • 30. And helping them understand it’s feasible right now
  • 31. Process cheat-sheet Objective Tactics Hypothesis Ideation Comparables User Surveys On-Site Polls Prioritization I.C.E. Scoring Hypothesis “Themes” Execution Self-Contained Pod “1 Review” Standards Experimentation Architecture Streamlined Processes Learnings Standardized Segmentation Secondary Metrics Winning/Losing “Themes” Learning from Losers
  • 32. Where will there be opportunity? ...and how long is the window open?
  • 33. Schools need remote capability Lost jobs More time Acceleration of e-learning market Changes and market forces create opportunity → higher education. → bootcamps & pivot products. → e-learning facilitation tools. → job search & recruiting. → hobbies & skills. → specialized products.
  • 37. Confidence Impact Effort = Estimated effect on target metric = Estimated person-weeks of time
  • 38. Online education allows people to learn at their own pace MasterClass
  • 39. But we can’t lose sight of classroom benefits MasterClass
  • 40. Less commuting means less work time Source: BLS
  • 41. Lost jobs have led to more time + skills education Source: BLS
  • 42. The cost of advertising has gone down
  • 43. Adoption of online learning is accelerating Source: Absolute Market Insights
  • 46. Throughput metric curves Experiment Design, Testing Medium, Pod Structure Backlog Size & Quality, Winning Themes Advanced Data Analysis Testing Velocity Test Win-Rate Avg. Lift / Win Improve With: Eventually you calibrate these metrics by lever to more easily estimate a lever’s revenue potential Metric Time
  • 48. There’s no “silver bullet” Safe Moderate Risky MasterClass
  • 50. Online Education in the New Economy Rajit Dasgupta Head of Growth Product WEBINARS
  • 51. MasterClass Springboard About me 1. 1st employee at Springboard 2. Intern > Analyst > Marketer > Product Manager Experimentation 3. I ❤️Education + Technology! (Online school that helps you break into in-demand careers like Data Science, Web Development, and UI/UX Design)
  • 52. Agenda overview 1 2 3 Impact of COVID on the edtech landscape What does the University of the future look like? How to use CRO effectively to fuel growth?
  • 53. How has COVID changed online learning?
  • 54. Mar 20th: California went into lockdown Monthly enrollments growth at Springboard
  • 55. Education has traditionally been countercyclical to the economy
  • 56. What’s different this time? ● K-12 education: more than 1.4 billion students have been impacted by school closures worldwide ● University courses: as classes shift online, students question the high cost of college and demand refunds. ● Upskilling/reskilling courses: demand for MOOCs in Apr-2020 is 2x higher than the entirety of 2019. Impact across market segments points to a shift towards online.
  • 57. The future of work is here ● The average millennial will have 12-15 jobs over their career (CNN) ● 53% of young professionals engage in freelance or remote work, often balancing multiple gigs (IWG) . ● Our generations will have to reinvent themselves every 4-6 years
  • 59. The traditional education system is still in the past ● Synchronous, one-size-fits-all classroom model does not meet the needs of the modern learner ● Disconnect between education and employment: over 46% of recent grads (U.S.) are underemployed (WSJ) ● Record high $1.6 trillion student debt - current generations are financially worse off than their parents.
  • 60. So how will the university of the future be different?
  • 61. Fits your life, anytime anywhere Online and flexible No need to quit your job or relocate. Learn on your own schedule, from the comfort of your home. High cost, time commitment Quit job, change location, devote 2-4 years to attend classes on a strict schedule.
  • 62. Project-based curriculum While you learn, build real-world projects that you can speak about in job interviews. Learning by doing Theory-based learning Focus on theoretical concepts, assessment based on memorization, not application.
  • 63. Everyone learns in their own way, at their own pace One size fits one, curriculum updated continuously to cater to industry needs. Personalized, and up to date Reliance on textbooks and publications One size fits all, updated once every few years
  • 64. 1-on-1 industry mentors and learning advisors to guide you Allows for quicker feedback loops, higher motivation and forces critical thinking. Human support to keep you accountable Tenured instructors deliver 1-to- many lectures Need not have industry experience.
  • 66. Conversion Rate Optimization: Lessons learnt at Springboard
  • 67. ● Think of CRO not as an additional growth channel, but as an opportunity cost (potential $$ lost) ● It is the best mechanism to understand your users motivations and needs better ● It encourages cross-team collaboration and results in a fundamentally better product/experience. Why should you CRO?
  • 68. Step 0: Map out your funnel Awareness Interest Intent Soft commitment Hard commitment Enrollment First interaction with brand/website Viewing a product page Paying for more information using email Fill out an application form Complete skills assessment Enrollment Stage User behaviour Metrics Website visits -> Product page view (%) Page view -> Syllabus download (%) Syllabus download -> form completion (%) Application -> assessment completion (%)
  • 69. Qualitative User-testing for specific features, walkthroughs of entire flows. Quantitative On-site/app surveys, web analytics, heatmaps and recordings User research to develop hypotheses
  • 70. ● Move up the funnel ● Test fewer variations ● Run tests for longer Refine testing focus to give you more confidence on results
  • 71. ● Be wary of manufacturing ‘cheap intent’ ● Get closest to ‘real’ business value Look further down the funnel to assess impact Display testimonials on the payment page High vs. low touch onboarding flow Offer a call with an alumni
  • 72. ● Be proactive about surfacing and documenting new ideas from the team (including engineering) ● Share out experiment results and research with the wider team for feedback and new ideas. ● Keep this experimentation loop going! Build a ‘bottoms up’ growth culture