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© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 2
› Introduction
 Who Am I?
 Who Are We?
 What is StudyPortals?
 Using StudyPortals Data
 Some Clients to Date
› Examples of Data Insights
 Competitor Analysis
 Market Analysis
 Informed Decision Making & ROI
› Conclusions
 Questions Data Can Answer
 Take Home Message
Agenda
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 3
Who Am I?
Laurens Vehmeijer
Laurens@StudyPortals.com
› Junior Consultant at Analytics and Consulting Team
› Background in science and business
› BSc Biology
› MSc Molecular & Cellular Life Sciences
› MSc Science & Business Management
› Consultant at De Kleine Consultant for 2 years
› At StudyPortals since January 1st.
4© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016
Who Are We?
› “ACTing on insight of 16+ million students”
› Analytics, ROI & Market Insight
› Consultancy
› Training
› Team of 4 plus 5 associates (and large parent
company)
› Thijs van Vugt – director
› Meltem Oktay – senior data consultant
› Laurens Vehmeijer – junior consultant
› Tara Farzami – data science researcher
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 5
What is StudyPortals?
134,000 courses - 2,450 universities - 68 countries
16.7+ million unique visitors per year & growing quickly
1+ million registered students
We keep track of who they are, what they want to
study and where they want to go
(anonymized of course)
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 6
Using StudyPortals Data
• 9 portals
• 134,000 courses
• 2,450 universities
• 68 countries
Listings
• 16.7+ M visitors/year
• 23.8+ M sessions/year
• 89.4+ M page views/year
Visitors
• 1+ M registered students
• 550 k from 2016 alone
Registrants
• Gender
• Age category
• Countries of origin
Demo-
graphics
• Countries of destination
• Discipline interest
• Favorited courses
• Tuition fees & duration
Search
patterns
• Competitor analysis
• Technology used
• Year orientation pattern
• Surveys to registrants
Other
insights
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 7
Some Clients to Date
Examples of Data Insights
8
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 9
› If a client has a programme on StudyPortals, we can analyse the
traffic using “Item-by-Item Collaborative Filtering”
 Amazon - “Customers Who Bought This Item Also Bought”
 Netflix - “Top picks for [User]”; “Because you watched […]”; “Because you liked […] “
 Bol.com - “Anderen bekeken ook” (“Others also viewed”)
› For programme “A” we can show what other programmes visitors
who looked at “A” also looked at:
 Top 20 most competing programmes
 Top 10 most competing institutions
 Top 10 most competing countries
 Competitors’ maximum, minimum, average and median tuition fees & durations
Competitor Analysis
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 10
Competitor Analysis
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 11
› Countries of destination
› Countries of origin
› Discipline interest
 Relative supply – percentage of programmes
 Relative demand – percentage of page views
› Yearly orientation patterns
Market Analysis
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 12
› E.g. Masters courses in Turkey
 Comparison of top countries of origin
 Comparison of disciplines
 Comparison of demand and supply
› Significantly more relative interest
from:
› Pakistan, Turkey, Iran, Nigeria, Indonesia & Egypt
› Higher ROI for marketing in these countries
Informed Decision Making & ROI
Origin Relative popularity of Turkey
Turkey Europe
Bangladesh 2.82% 2.37% 119.1%
Canada 1.40% 2.74% 51.0%
Egypt 4.46% 3.01% 148.1%
France 1.08% 2.94% 36.7%
Germany 3.97% 8.42% 47.2%
Ghana 1.92% 2.13% 90.2%
Greece 2.44% 5.78% 42.3%
India 9.46% 14.88% 63.6%
Indonesia 4.02% 2.49% 161.2%
Iran 7.71% 3.42% 225.4%
Ireland 0.32% 1.84% 17.2%
Italy 1.20% 3.94% 30.4%
Netherlands 2.73% 3.61% 75.6%
Nigeria 5.99% 3.62% 165.2%
Pakistan 20.91% 5.09% 410.7%
Russia 0.70% 1.88% 37.4%
Spain 1.41% 3.77% 37.5%
Turkey 14.65% 4.33% 338.6%
UK 5.90% 13.64% 43.3%
USA 6.90% 10.10% 68.4%
Destination
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 13
› E.g. Masters courses in Turkey
 Comparison of top countries of origin
 Comparison of disciplines
 Comparison of demand and supply
› Significantly more relative interest
in:
› Natural Sciences & Mathematics, Engineering &
Technology, Education & Training and Arts, Design
& Architecture
› Higher ROI for marketing in these disciplines
Informed Decision Making & ROI
Discipline Relative popularity in Turkey
Turkey Europe
Agriculture & Forestry 0.00% 1.20% 0.0%
Applied Sciences & Professions0.65% 2.31% 28.0%
Arts, Design & Architecture 6.09% 5.10% 119.4%
Business & Management 16.36% 21.91% 74.7%
Computer Science & IT 6.22% 7.50% 82.9%
Education & Training 3.16% 2.18% 145.2%
Engineering & Technology 24.37% 15.00% 162.5%
Environmental Studies & Earth Sciences0.78% 5.04% 15.4%
Hospitality, Leisure & Sports 2.29% 1.99% 115.2%
Humanities 3.86% 3.39% 113.9%
Journalism & Media 0.99% 1.22% 81.2%
Law 1.40% 3.45% 40.7%
Medicine & Health 5.18% 7.75% 66.8%
Natural Sciences & Mathematics12.34% 7.48% 165.0%
Social Sciences 16.32% 14.49% 112.6%
Destination
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 14
› E.g. Masters courses in Turkey
 Comparison of top countries of origin
 Comparison of disciplines
 Comparison of demand and supply
› Significantly more demand than
supply in:
› Hospitality, Leisure & Sports, Medicine & Health,
Natural Sciences & Mathematics and Engineering &
Technology
› Higher market opportunity for (new) courses in
these disciplines in Turkey
Informed Decision Making & ROI
Discipline Market opportunity
Relative demand Relative supply
Agriculture & Forestry 0.00% 0.00%
Applied Sciences & Professions 0.65% 0.79% 81.7%
Arts, Design & Architecture 6.09% 9.09% 67.0%
Business & Management 16.36% 15.02% 108.9%
Computer Science & IT 6.22% 5.53% 112.4%
Education & Training 3.16% 5.93% 53.3%
Engineering & Technology 24.37% 18.97% 128.5%
Environmental Studies & Earth Sciences0.78% 1.58% 49.2%
Hospitality, Leisure & Sports 2.29% 1.19% 193.0%
Humanities 3.86% 4.74% 81.3%
Journalism & Media 0.99% 1.19% 83.5%
Law 1.40% 4.35% 32.3%
Medicine & Health 5.18% 2.77% 187.1%
Natural Sciences & Mathematics 12.34% 9.09% 135.8%
Social Sciences 16.32% 19.76% 82.6%
Destination Turkey
Conclusions
15
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 16
› Where is the demand coming from?
› What should be your focus countries?
› What disciplines are popular?
› Where lies market opportunity?
› And much, much more…
Questions (Our) Data Can Answer
© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 17
› Data can be analyzed to provide valuable insights
› Insights are the basis of informed decision making and performance measurement
› Informed decision making can yield higher Return on Investment
› Caveats
 Data needs to be collected (e.g. tracking) & contextualized
• What data is important to track?
• More data points  more statistical relevance
 Your insights are only as good as your data, your analytic methods and your interpretation
• Use correct and relevant sources
• Use correct analytic methods
• Be careful how you interpret data
(e.g. low discipline interest could just mean untapped market)
Take Home Message
THANK YOU!
Laurens@studyportals.com
Consulting@studyportals.com

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Heida 2016: (Big) data: Informed Decision Making in Higher Education

  • 1. BachelorsPortal.com | MastersPortal.com | PhDportal.com | ShortCoursesPortal.com | ScholarshipPortal.com | DistanceLearningPortal.com LanguageLearningPortal.com | PreparationCoursesPortal.com| STeXX.com
  • 2. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 2 › Introduction  Who Am I?  Who Are We?  What is StudyPortals?  Using StudyPortals Data  Some Clients to Date › Examples of Data Insights  Competitor Analysis  Market Analysis  Informed Decision Making & ROI › Conclusions  Questions Data Can Answer  Take Home Message Agenda
  • 3. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 3 Who Am I? Laurens Vehmeijer Laurens@StudyPortals.com › Junior Consultant at Analytics and Consulting Team › Background in science and business › BSc Biology › MSc Molecular & Cellular Life Sciences › MSc Science & Business Management › Consultant at De Kleine Consultant for 2 years › At StudyPortals since January 1st.
  • 4. 4© 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 Who Are We? › “ACTing on insight of 16+ million students” › Analytics, ROI & Market Insight › Consultancy › Training › Team of 4 plus 5 associates (and large parent company) › Thijs van Vugt – director › Meltem Oktay – senior data consultant › Laurens Vehmeijer – junior consultant › Tara Farzami – data science researcher
  • 5. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 5 What is StudyPortals? 134,000 courses - 2,450 universities - 68 countries 16.7+ million unique visitors per year & growing quickly 1+ million registered students We keep track of who they are, what they want to study and where they want to go (anonymized of course)
  • 6. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 6 Using StudyPortals Data • 9 portals • 134,000 courses • 2,450 universities • 68 countries Listings • 16.7+ M visitors/year • 23.8+ M sessions/year • 89.4+ M page views/year Visitors • 1+ M registered students • 550 k from 2016 alone Registrants • Gender • Age category • Countries of origin Demo- graphics • Countries of destination • Discipline interest • Favorited courses • Tuition fees & duration Search patterns • Competitor analysis • Technology used • Year orientation pattern • Surveys to registrants Other insights
  • 7. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 7 Some Clients to Date
  • 8. Examples of Data Insights 8
  • 9. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 9 › If a client has a programme on StudyPortals, we can analyse the traffic using “Item-by-Item Collaborative Filtering”  Amazon - “Customers Who Bought This Item Also Bought”  Netflix - “Top picks for [User]”; “Because you watched […]”; “Because you liked […] “  Bol.com - “Anderen bekeken ook” (“Others also viewed”) › For programme “A” we can show what other programmes visitors who looked at “A” also looked at:  Top 20 most competing programmes  Top 10 most competing institutions  Top 10 most competing countries  Competitors’ maximum, minimum, average and median tuition fees & durations Competitor Analysis
  • 10. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 10 Competitor Analysis
  • 11. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 11 › Countries of destination › Countries of origin › Discipline interest  Relative supply – percentage of programmes  Relative demand – percentage of page views › Yearly orientation patterns Market Analysis
  • 12. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 12 › E.g. Masters courses in Turkey  Comparison of top countries of origin  Comparison of disciplines  Comparison of demand and supply › Significantly more relative interest from: › Pakistan, Turkey, Iran, Nigeria, Indonesia & Egypt › Higher ROI for marketing in these countries Informed Decision Making & ROI Origin Relative popularity of Turkey Turkey Europe Bangladesh 2.82% 2.37% 119.1% Canada 1.40% 2.74% 51.0% Egypt 4.46% 3.01% 148.1% France 1.08% 2.94% 36.7% Germany 3.97% 8.42% 47.2% Ghana 1.92% 2.13% 90.2% Greece 2.44% 5.78% 42.3% India 9.46% 14.88% 63.6% Indonesia 4.02% 2.49% 161.2% Iran 7.71% 3.42% 225.4% Ireland 0.32% 1.84% 17.2% Italy 1.20% 3.94% 30.4% Netherlands 2.73% 3.61% 75.6% Nigeria 5.99% 3.62% 165.2% Pakistan 20.91% 5.09% 410.7% Russia 0.70% 1.88% 37.4% Spain 1.41% 3.77% 37.5% Turkey 14.65% 4.33% 338.6% UK 5.90% 13.64% 43.3% USA 6.90% 10.10% 68.4% Destination
  • 13. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 13 › E.g. Masters courses in Turkey  Comparison of top countries of origin  Comparison of disciplines  Comparison of demand and supply › Significantly more relative interest in: › Natural Sciences & Mathematics, Engineering & Technology, Education & Training and Arts, Design & Architecture › Higher ROI for marketing in these disciplines Informed Decision Making & ROI Discipline Relative popularity in Turkey Turkey Europe Agriculture & Forestry 0.00% 1.20% 0.0% Applied Sciences & Professions0.65% 2.31% 28.0% Arts, Design & Architecture 6.09% 5.10% 119.4% Business & Management 16.36% 21.91% 74.7% Computer Science & IT 6.22% 7.50% 82.9% Education & Training 3.16% 2.18% 145.2% Engineering & Technology 24.37% 15.00% 162.5% Environmental Studies & Earth Sciences0.78% 5.04% 15.4% Hospitality, Leisure & Sports 2.29% 1.99% 115.2% Humanities 3.86% 3.39% 113.9% Journalism & Media 0.99% 1.22% 81.2% Law 1.40% 3.45% 40.7% Medicine & Health 5.18% 7.75% 66.8% Natural Sciences & Mathematics12.34% 7.48% 165.0% Social Sciences 16.32% 14.49% 112.6% Destination
  • 14. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 14 › E.g. Masters courses in Turkey  Comparison of top countries of origin  Comparison of disciplines  Comparison of demand and supply › Significantly more demand than supply in: › Hospitality, Leisure & Sports, Medicine & Health, Natural Sciences & Mathematics and Engineering & Technology › Higher market opportunity for (new) courses in these disciplines in Turkey Informed Decision Making & ROI Discipline Market opportunity Relative demand Relative supply Agriculture & Forestry 0.00% 0.00% Applied Sciences & Professions 0.65% 0.79% 81.7% Arts, Design & Architecture 6.09% 9.09% 67.0% Business & Management 16.36% 15.02% 108.9% Computer Science & IT 6.22% 5.53% 112.4% Education & Training 3.16% 5.93% 53.3% Engineering & Technology 24.37% 18.97% 128.5% Environmental Studies & Earth Sciences0.78% 1.58% 49.2% Hospitality, Leisure & Sports 2.29% 1.19% 193.0% Humanities 3.86% 4.74% 81.3% Journalism & Media 0.99% 1.19% 83.5% Law 1.40% 4.35% 32.3% Medicine & Health 5.18% 2.77% 187.1% Natural Sciences & Mathematics 12.34% 9.09% 135.8% Social Sciences 16.32% 19.76% 82.6% Destination Turkey
  • 16. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 16 › Where is the demand coming from? › What should be your focus countries? › What disciplines are popular? › Where lies market opportunity? › And much, much more… Questions (Our) Data Can Answer
  • 17. © 2016 STUDYPORTALS Acting on Insight - HEIDA Conference, Istanbul 2016 17 › Data can be analyzed to provide valuable insights › Insights are the basis of informed decision making and performance measurement › Informed decision making can yield higher Return on Investment › Caveats  Data needs to be collected (e.g. tracking) & contextualized • What data is important to track? • More data points  more statistical relevance  Your insights are only as good as your data, your analytic methods and your interpretation • Use correct and relevant sources • Use correct analytic methods • Be careful how you interpret data (e.g. low discipline interest could just mean untapped market) Take Home Message