presentation: higher education in bulgaria · 1. what we did? a. we have created one database with...

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Data Science Society Presentation: Higher education in Bulgaria

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Page 1: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Data Science Society

Presentation: Higher education in Bulgaria

Page 2: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

1. Data Science Society brief

2. Education data analysis review

3. Next steps

Page 3: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Data Science Society brief

Sergi Sergiev

Page 4: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Business Science

Education

Why

Page 5: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Who we are

For the past 2 years our driving core of 10 people has been joined by 30 volunteers and over 1000

members of the community.

Page 6: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Events

• Meetup

• Data and Beer

• Conference

• Projects

• Data talks

• Datathon

Page 7: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Directions

• Online platform

• Support

Education

• Projects

Page 8: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Previous collaborations

Page 9: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Education data analysis review

Anton Nenov

Page 10: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Universities in Bulgaria DSS Interactive Visualisation Tableau Public

Page 11: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

1. What we Did?

a. We have created one database with the data for all Universities in Bulgaria for the period

2005-2015

b. We have built an online interactive visualisations to see different kinds of structured info

2. Why we did it?

a. We have more than 50 universities in Bulgaria

b. They have more than 3900 different courses active for the last year

c. More than 100 000 rows analysed.

d. It is too difficult for everyone to see the big picture using the official data on the website

of Ministry of Education

3. Source of data - Ministry of Education:

https://www2.mon.bg/AdminUReg/html/reports.asp#

All Universities in Bulgaria

Page 12: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Forecast for the next Year • It is easy for everyone to select the university and see what will be

the situation next year.

• We used integrated Winters Additive as method with low level of

Standard Error (MAPE from 4.2% to 6.9%)

Page 13: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Some Interesting findings

• All Universities in Plovdiv Region are increasing number of students

compared with steady numbers for all other regions.

Page 14: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Some Interesting findings

• There is a big Increase of the foreign Student in all Medical

Universities in Bulgaria?

Page 15: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Some Interesting findings

• There is a big decrease for students studying Architecture and

Construction after a period of big interest (2008-2010).

Page 16: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Where is the VIZ?

You can find it on the following address:

https://public.tableau.com/profile/dss.bulgaria

Small problem - the VIZ is on Bulgarian language :)

Page 17: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Next steps

Sergi Sergiev

Page 18: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Big data implications

Datathon Cases:

• Volume - GBs of data • Velocity - real time portals of data, APIs • Variety - images, opendata, text, structured data,

APIs • Machine learning - predictive models, NLP,

semantics, OCR, data cleansing • Participants:

• 9 business • 4 startups • NSI and Council of Ministers -

opendata.government.bg

Page 19: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Collaboration

- Datathon support with statistical data

- Collaboration about EU Big Data Hackathon in March

- Discussion to open NSI data

Page 20: Presentation: Higher education in Bulgaria · 1. What we Did? a. We have created one database with the data for all Universities in Bulgaria for the period 2005-2015 b. We have built

Questions

http://www.DataScienceSociety.net/datathon/

@DataSciSociety