• No results found

COMPENDIUM REPORT FOR THE CERTIFICATION COMMITTEE

N/A
N/A
Protected

Academic year: 2022

Share "COMPENDIUM REPORT FOR THE CERTIFICATION COMMITTEE"

Copied!
21
0
0

Bezig met laden.... (Bekijk nu de volledige tekst)

Hele tekst

(1)

COMPENDIUM

REPORT FOR THE CERTIFICATION COMMITTEE

FACTS & FIGURES

PROFESSIONAL DOCTORATE IN ENGINEERING PROGRAM DATA SCIENCE September 2016 – September 2019

Jheronimus Academy of Data Science Sint Janssingel 92

5211 DA 's-Hertogenbosch

(2)
(3)

Table of Contents

Multicultural and diverse community ... 4

Data Challenge Weeks | Overview ... 5

Industrial partners ... 6

Final Projects realized | 2017 ... 9

Final Projects realized | 2018 ... 10

Final Projects realized | 2019 ... 11

Final Project details | 2017 ... 12

Final Project details | 2018 ... 15

Dropout rate ... 19

Alumni PDEng program Data Science ... 20

(4)

Multicultural and diverse community

At the moment there are 43 trainees in the PDEng Data Science program. Together with the graduates between 2018 and now that makes a total of 77 trainees1, from 30 different countries and five continents.

About 72% of trainees join the program from outside EU region. The remaining 28% EU trainees are evenly distributed between Dutch and non-Dutch nationals.

11(14%) 11(14%) 55 (72%)

NL EU NON-EU

(5)

Data Challenge Weeks | Overview

There have been seven Data Challenge Weeks organized between April 2016 and April 2019. A total of 126 applicants have been selected to participate in these seven Data Challenge Weeks as part of the selection process. Each Data Challenge Week has been hosted by a different Dutch company.

Overview per Data Challenge Week Data Challenge

Week Host Selected

applicants Female Male Dutch EU Non-

EU Accepted

DCW1 2016 Grodan 15 4 11 1 3 11 10

DCW2 2016 Heijmans 17 8 9 2 4 11 10

DCW3 2017 Wärtsilä 16 7 9 2 2 12 6

DCW4 2017 Philips 15 3 12 0 2 13 11

DCW5 2018 Enexis 15 6 9 1 0 14 12

DCW6 2018 DOW 24 12 12 0 5 19 15

DCW7 2019 Brabant

Water 24 15 9 4 3 17 15

126 55 79 10 19 97 79

79 47

Selected applicants

Accepted Declined

55 71

Selected applicants

Male Female

10 19 97

Selected applicants

NL EU Non-EU

(6)

Industrial partners

Company Contact person Place Item nr

Alfalaval Olaf van Heerikhuizen

Marcel Somers Nijmegen Case Study

Final Project 1 1

Amphia Pim Sas

Sander de Haas Breda Interview Workshop 1

ASML Mehmet Atan

Bouke Willems Herru Perdana Joost Bogaerds Hans Onvlee Hanna Wei

Veldhoven Data Scan

Case Studies Final Projects

1 2 3

Audax Veronique Linders

Gerard Gerrits Gilze-Rijen Data Scan 1

Belasting Samenwerking

West-Brabant Peter Stoffelen Case Study 1

Bierens Advocaten Sander Bierens

Laurens vd Lof Veghel Data Scan 1

Brabant Water Ed van Leeuwen

Simon Levelt ’s-Hertogenbosch Interview Workshop Case Study Final Project Data Challenge Week

1 3 1 1 Catharina Ziekenhuis Harald van de Pol Eindhoven Interview Workshop 1

Celonis Tim van Abeelen ’s-Hertogenbosch Case Study 1

CINOP Cris van Osch ’s-Hertogenbosch Case Study

Final Project 1 1 Connecting

Agri & Food Gé Backus Uden Interview Workshop

Case Study 1 1

CZ Fleur Hasaart Tilburg Case Study

Final Project 1 1 DAF Paccar Parts Willem-Jan Poppelaars

Noortje van der Heijden

Paul van Hoeckel

Eindhoven Case Study

Final Project 3 1

DOW Benelux Peter Cathry Terneuzen Data Challenge Week 1

Efteling Jonas Rietbergen

Gido IJpelaar; Kaatsheuvel Data Scan

Case Study Final Project

1 1 1

Enexis Jaap Kohlman ’s-Hertogenbosch Interview Workshop

Case Study Final Project Data Challenge Week

1 4 2 1

(7)

Company Contact person Place Item nr

Euroforum Dennis Glazer

Paul Hammen Eindhoven Case study 1

Eyeon Michiel Jansen

Tom Vaessen Lieshout Case Study 2

FIOD Arthur Buitenhek Utrecht Interview Workshop

Data Scan 1 1 Gemeente Den Bosch Michael Urlings ‘s-Hertogenbosch Case Study 2 Gemeente Den Bosch Marion Schepers ’s-Hertogenbosch Case Study

Final Project 1 1

GGD BZO Peter van Nierop Eindhoven Interview Workshop

Case Study Final Project

1 4 GGD Hart voor Brabant Wieteke de Vries ’s-Hertogenbosch Interview Workshop 2

Case Study Final Project

1 6 GGD West Brabant Dymphie Mioch 4

Judith Helmink Breda Interview Workshop

Case Study Final Project

1 4

GGD ZHZ (DGJ) A.C. Mellaard Dordrecht Final Project 1 2

Green Gorillas Willem-Jan van der

Mee ’s-Hertogenbosch Final Project 1

Grodan Peter Spoor Roermond Data Challenge Week 1

Heijmans Utilities Ton Fleuren

Joep Grosveld Rosmalen Case Study

Final Project 3 1 Heijmans Infra Janus Hermans

Jordy Overeem Rosmalen Data Scan

Case Study Data Challenge Week

1 4

JBZ Esther de Vries, 's-Hertogenbosch Case Study 2 1

Lapinus Fibres Dolf van der Veen Roermond Case study 1

Hendrix- Genetics Bram Visser Boxmeer Data Scan

Case Study Final Project

1 1

Jumbo Eijte Foekens Veghel Data Scan 1

Case Study Final Project

1 1 1

LOCC Hans Berding

Jan Willem van Aals Driebergen Case Study

Final Project 1 1

Myhomeservices Geert Berkvens Eindhoven Case Study 1

Nabuurs Bob Martens

Nick Renkens Helmond Data Scan

Case Study Final Project

1 1 1

(8)

Company Contact person Place Item nr

Nationale Politie Peter Duin ‘s-Gravenhage Case Study

Final Project 1

Netscalers Bram Broeks ‘s-Hertogenbosch Interview Workshop 1

Case Study Final Project

1 6 OM Zuid 3 Rene de Visser ‘s-Hertogenbosch Final Project 1 1

Omron Dingeman Knaap

Tim Foreman 's-Hertogenbosch Interview Workshop Case Study Final Project

1 3

Philips Healthcare Japke van der Wal Best Case Study 1

Final Project 1 1

Philips Research Dylan McNeill Eindhoven Data Scan

Final Project 1 2

Rijksmuseum Marijke Smallegange Amsterdam Final Project 1

Signify Alyona Ivanova/

Wilbert Ijzerman Eindhoven

Interview Workshop

Case Study Final Project Data Challenge Week

1 3 1 1

Q-care Cees Vermeer Oisterwijk Data Scan 1

Rockpanel Maurice Husson Roermond Case Study 1

Rubix Iwan van Heeswijk

Bas van Oudenaar

's-Hertogenbosch Interview Workshop 1

Shoeby Sander van Grinsven Rosmalen Interview Workshop

Case Study Final project

1 4 1

Saint Gobain Ron Kessels Tilburg Case Study

Final Project 3 2 Studyportals Thijs Putman

Tara Farzami Eindhoven Case Study

Final Project 2 1

TE-Connectivity Jos Samulski ‘s-Hertogenbosch Case Study

Final Project Data Challenge Week

4 1

Unilever Wendy van Herpen Rotterdam Final Project 3 1

Wärtsilä Mehdi Karamzadeh Drunen Data Challenge Week 1

(9)

Final Projects realized | 2017

In September/November 2017, the first nine final projects were started up by the first generation of trainees in the program.

Final Projects | 2017

Trainee Company

17-01 Gelebo Berisha GGD/Gemeente Den Bosch 17-02 Abel Gebresilassie Omron

17-03 Dmytro Ihnatov Netscalers/ Shoeby Den Bosch 17-04 Blagorodna Ilievska CZ Tilburg

17-05 Eleftherios Koulierakis GGD West Brabant 17-06 Diego Perez Granados Saint Gobain Tilburg 17-07 Farshid Taheri Alfa Laval Nijmegen

17-08 Valentine Tuyishime Shoeby/ Netscalers Den Bosch

17-09 You-Yue Huang Stopped

17-10 Sarah Ibrahimi Stopped

17-11 Adam Zika Philips Lighting Eindhoven

(10)

Final Projects realized | 2018

In 2018, the program realized 18 final projects; their starting dates were May, June, and September.

Final Projects | 2018

Trainee Company

18-01 Mutasem Alhami Studyportals

18-02 Thomas Castelijns Enexis

18-03 Mahmoud Khodier WUR

18-04 Dimitrios Koimtzoglou CINOP

18-05 Elmien Spoelstra LOCC

18-06 Emmanouil Stergiadis Symeonidis OM Zuid 3

18-07 Andriy Debrot Netscalers/Green Gorillas 18-08 Kristina Arsova Brabant Water

18-09 Zihan Wang Stopped

18-10 Naomi Smulders TIU/ GGD

18-11 Yuliyan Stoyanov Heijmans 18-12 Yodit Zewdie Kebede VIVAT

18-13 Joep Bogaert van den Firebrigade AA 18-14 Santiago Ruiz Zapata Philips Research

18-15 Charles Debats Nabuurs

18-16 Christianne Wisse ASML

18-17 Jinjing Xie Philips Health

18-18 Pieter Overdevest Unilever R&D

(11)

Final Projects realized | 2019

In 2019, the program realized 20 final projects. Their starting dates are January, June, September, and November.

Final Projects | 2019

Trainee Company

19-01 Parvathy Krishnan Krishnakumari ASML

19-02 Nitin Narayan JADS

19-03 Max Roberto Ortega Del Vecchyo Saint Gobain

19-04 Mohammadmehdi Fayazbakhsh GGD

19-05 Juan Manuel Ortiz Sevillano ASML

19-06 Tariku Regassa Enexis

19-07 Ravi Thakkar DAF

19-08 Abouzar Abbaspourghomi Efteling

19-09 Anatolii Savchuk Hendrix Genetics

19-10 Rafee Ibrahem VIVAT

19-11 Christina Jose Rijksmuseum

19-12 Zewdu Melkamu Mogesse Unilever

19-13 Daniela Miranda Restrepo Unilever

19-14 Juhi Chandra Nationale Politie

19-15 Lennart Damen Bierensgroep/ Philips research

19-16 Millicent Otchere Jumbo

19-17 Hadi Sotudeh KNVB

19-18 Bingcheng Luo TE-Connectivity

19-19 Pallabi Sengupta Van Lanschot

(12)

Final Project details | 2017

Name Abel G. Gebresilassie

Date of birth 04-05-1984

Stay in the program 01-09-2016 till 31-08-2018

Project title Prediction of process quality of the solder paste application in the Surface- Mount Technology line from historical machine data

Company Omron

Project period 01-09-2017 – 31-08-2018 Project Supervisors Dingeman Knaap, Omron

Stef van Eijndhoven, Technische Universiteit Eindhoven

THE FINAL PROJECT WAS GRADED WITH AN EIGHT AND A HALF (8.5) IN THE RANGE FROM ONE TO TEN.

Name Berisha Mekayhu Gelebo

Date of birth 29-03-1987

Stay in the program 01-09-2016 till 31-08-2018

Project title Predictive Analysis of Self-Sufficiency at District Level Company GGD HvB, GGD ZHZ, Municipality of ‘s-Hertogenbosch Project period 01- 09- 2017 to 31- 08- 2018

Project supervisors Wieteke de Vries, GGD Hart van Brabant

Marion Schepers, Municipality of ‘s-Hertogenbosch Ester de Jonge, GGD Zuid Holland Zuid

Stef van Eijndhoven, Technische Universiteit Eindhoven

THE FINAL PROJECT WAS GRADED WITH AN EIGHT AND A HALF (8.5) IN THE RANGE FROM ONE TO TEN.

Name Blagorodna Ilievska Alcheva Date of birth 09-08-1989

Stay in the program 01-09-2016 till 31-08-2018

Project title Care pathway extraction from claim data at CZ

Company CZ Tilburg

Project period 01-09-2017 to 31-08-2018 Project supervisors Fleur Hassaart, CZ

Stef van Eijndhoven, Technische Universiteit Eindhoven

THE FINAL PROJECT WAS GRADED WITH A SEVEN AND A HALF (7.5) IN THE RANGE FROM ONE TO TEN.

(13)

Name Diego Francisco Perez Granados Date of birth 19-09-1987

Stay in the program 01-09-2016 to 31-08-2018

Project title Pricing at Saint-Gobain: The Raab Karcher and Blauwpro Case Company Saint-Gobain Distribution, The Netherlands

Project period 01-09-2017 to 31-08-2018

Project supervisors Ron Kessels, Saint-Gobain Distribution

Stef van Eijndhoven, Technische Universiteit Eindhoven

THE FINAL PROJECT WAS GRADED WITH AN EIGHT AND A HALF (8.5) IN THE RANGE FROM ONE TO TEN.

Name Dmytro Ihnatov

Date of birth 26-08-1990

Stay in the program 01-09-2016 – 31-08-2018

Project title Recommender system for fashion Company Netscalers / Shoeby

Project period 01-09-2017 to 31-08-2018 Project supervisor Bram Broeks, Netscalers

Sander van Grinsven, Shoeby

Mykola Pechenizkiy, Technische Universiteit Eindhoven Vlado Menkovski, Technische Universiteit Eindhoven

THE FINAL PROJECT WAS GRADED WITH A SEVEN AND A HALF (7.5) IN THE RANGE FROM ONE TO TEN.

Name Eleftherios Koulierakis Date of birth 10-04-1990

Stay in the program 01-09-2016 till 31-08-2018

Project title Detection of Outbreak of Infectious Diseases, a Data Science Perspective

Company GGD HvB, WB, BZO

Project period 01-09-2017 to 31-08-2018 Project supervisors Dymphie Mioch, GGD

Stef van Eijndhoven, Technische Universiteit Eindhoven

Decebal Constantin Mocanu, Technische Universiteit Eindhoven THE FINAL PROJECT WAS GRADED WITH A SEVEN (7) IN THE RANGE FROM ONE TO TEN.

(14)

Name Farshid Taheri Date of birth 11-05-1988

Stay in the program 01-09-2016 till 01-09-2018

Project title Condition monitoring of the scrubbing performance of the Exhaust Gas Cleaning Systems

Company Alfalaval, Nijmegen

Project period July and August 2017 as the preparation phase,

September 2017-September 2018

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven

Marcel Somers, Alfalaval

Olaf van Heerikhuizen, Alfalaval

THE FINAL PROJECT WAS GRADED WITH AN EIGHT (8) IN THE RANGE FROM ONE TO TEN.

Name Valentine Tuyishime

Date of birth 12-09-1987

Stay in the program 01-09-2016 to 31-08-2018

Project title Stock to Profit: Adaptive Pricing in Fashion retail Company VDR Fashion Group / Shoeby and Netscalers Project period 01-09-2017 – 31-08-2018

Problem owners VDR Fashion Group / Shoeby and Netscalers

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven Nevin Mutlu, Technische Universiteit Eindhoven Sarah Gelper, Technische Universiteit Eindhoven Sander van Grinsven (VDR Fashion Group / Shoeby) Bram Broeks (Netscalers)

THE FINAL PROJECT WAS GRADED WITH A SEVEN AND A HALF (7.5) IN THE RANGE FROM ONE TO TEN.

Name Adam Zika

Date of birth 20-03-1991

Stay in the program 15-11-2016 till 15-11-2018

Project title Managing Component Commonality by a Data-Driven Approach Company Philips Lighting (Signify)

Project period 15-11-2017 till 15-11-2018

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven

Alyona Ivanova, Signify

Luuk Peeters, Signify

THE FINAL PROJECT WAS GRADED WITH AN EIGHT (8) IN THE RANGE FROM ONE TO TEN.

(15)

Final Project details | 2018

Name Andriy Drebot

Date of birth 13-11-1991

Stay in the program 01-02-2017 till 01-02-2019 Project title Qualifying life event discovery Company Green Gorillas

Project period 14-02-2018 till 10-09-2018

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven Willem-Jan van der Mee, Green Gorillas

Project title Visual features based recommender system for fashion retailers

Company Netscalers

Project period 17-09-2018 till 31-01-2019

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven

Bram Broeks, Netscalers

THE FINAL PROJECT WAS GRADED WITH AN EIGHT (8) IN THE RANGE FROM ONE TO TEN.

Name Dimitrios Koimtzoglou Date of birth 14-04-1984

Stay in the program 15-01-2017 till 15-01-2019

Project title Analyzing and Mining Heterogeneous Data to Predict School Sector Performance

Company CINOP

Project period 01-02-2018 till 22-01-2018

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven Edwin van Osch, CINOP

THE FINAL PROJECT WAS GRADED WITH AN EIGHT AND A HALF (8.5) IN THE RANGE FROM ONE TO TEN.

Name Elmien Spoelstra

Date of birth 15-11-1989

Stay in the program 15-01-2017 till 15-01-2019

Project title Geographical Operational Dashboard to Monitor the State of The Netherlands Company LOCC (Driebergen)

Project period 15-01-2018 till 15-01-2019

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven

Arian van Donselaar BD/LOCC

Hans Berding BD/LOCC

THE FINAL PROJECT WAS GRADED WITH A SEVEN AND A HALF (7.5) IN THE RANGE FROM ONE TO TEN.

(16)

Name Emmanouil Savvas Stergiadis Symeonidis Date of birth 08-08-1992

Stay in the program 15-01-2017 till 15-01-2019

Project title Finding and taking away criminal assets Company Openbaar Ministerie, Zuid 3

Project period 01-02-2017 till 15-01-2019

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven Edwin Faarts, Openbaar Ministerie Limburg

Rene de Visser, Openbaar Ministerie Limburg

THE FINAL PROJECT WAS GRADED WITH AN EIGHT AND A HALF (8.5) IN THE RANGE FROM ONE TO TEN.

Name Kristina Arsova

Date of birth 16-08-1990

Stay in the program 15-01-2017 till 15-05-2019

Project title Topic 1: Prediction of pipe damage due to mechanical excavation.

Topic 2: Re-directing towards cost-efficient communication channels.

Company Brabant Water

Project period 24.04.2018 – 15.05.2019

Project supervisors Stef van Eijndhoven, Sandra van Dongen Problem owners Ed van Leeuwen, Simon Kramer

THE FINAL PROJECT WAS GRADED WITH EIGHT (8) IN THE RANGE FROM ONE TO TEN.

Name Mahmoud Khodier

Date of birth 09-05-1989

Stay in the program 15-01-2017 till 15-01-2019

Project title Preventing Rhino Poaching in South Africa using Deep Learning Company Wageningen University and Research (WUR)

Project period 15-01-2018 till 22-01-2019, half time

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven Henjo de Knegt, Wageningen University and Research (WUR) Project title Slangsh: Opinions Made with Emotions

Company Slangsh (Startup) half time Project period 15-01-2018 till 15-01-2019

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven

THE FINAL PROJECT WAS GRADED WITH A SEVEN (7) IN THE RANGE FROM ONE TO TEN.

(17)

Name Mutasem Alhami Date of birth 20-10-1985

Stay in the program 15-01-2017 till 15-01-2019 Project title Search Engine Optimization Company Studyportals

Project period 15-02-2018 till 15-01- 2019

Project supervisor Stef van Eijndhoven, Technische Universiteit Eindhoven

Tara Farzimi, Studyportals

THE FINAL PROJECT WAS GRADED WITH AN EIGHT (8) IN THE RANGE FROM ONE TO TEN.

Name Thomas Castelijns

Date of birth 10-12-1990

Stay in the program 15-01-2017 till 15-01-2019

Project title DALI box Data Analytics to Facilitate the Energy Transition

Company Enexis

Project period 15-01-2018 till 17-01-2019

Project supervisors Stef van Eijndhoven, University of Technology Eindhoven

Jaap Kohlmann, Enexis

Jeroen Bullens, Enexis

THE FINAL PROJECT WAS GRADED WITH AN EIGHT (8) IN THE RANGE FROM ONE TO TEN.

Name Naomi Smulders

Date of birth 24-09-1992

Stay in the program 01-06-2017 till 11-06-2019

Project title Identifying and exploring data sources for the prediction of youth societal withdrawal.

Company University of Tilburg, GGD HvB, GGD BZO, Jongerenpunt Midden Brabant, Project period June 2018 – May 2019

Project supervisor Stef van Eijndhoven

Problem owners Ton van Wilthagen, Wieteke de Vries

THE FINAL PROJECT WAS GRADED WITH AN EIGHT AND A HALF (8.5) IN THE RANGE FROM ONE TO TEN.

(18)

Name Yodit Zewdie Kebede Date of birth 08-01-1988

Stay in the program 01-06-2017 till 30-06-2019

Project title Property and Casualty Insurances Next Best Offer to Online Customers Company Vivat Insurance

Project period 02-07-2018 till 01-07-2019

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven

Bart Rentenaar, Vivat

Arne Galama, Vivat

THE FINAL PROJECT WAS GRADED WITH AN EIGHT (8) IN THE RANGE FROM ONE TO TEN.

Name Yuliyan Stoyanov

Date of birth 18-07-1988

Stay in the program 01-06-2017 till 07-06-2019

Project title Integration of sensory data for smart building management

Company Heijmans

Project period 07-06-2018 till 07-06-2019

Project supervisors Stef van Eijndhoven, Technische Universiteit Eindhoven THE FINAL PROJECT WAS GRADED WITH AN EIGHT (8) IN THE RANGE FROM ONE TO TEN.

(19)

Dropout rate

Only three trainees out of the 79 have left the program, which makes a 3.7% drop out rate.

Year Trainee Reason

2017 You-Yue Huang Medical reasons.

2017 Sarah Ibrahimi Sarah found a PhD opportunity and she decided to go for it in the detriment of the PDEng program Data Science.

2018 Zihan Wang Zihan left the program for a job in industry

(20)

Alumni PDEng program Data Science

In 2019 the DSconnect alumni association was formally launched as the initiative of the trainees in the program and program graduates. The association is managed by trainees within the PDEng program on volunteering basis. DSconnect intends to create a network of Data Science alumni by being present on the internet (

https://www.dsconnect.org/

) and on professional networks (

https://www.linkedin.com/company/dsconnect/

).

Graduate of PDEng program Data Science are well sought professionals. Majority of them are currently working in companies throughout the Netherlands as data scientists. Below a list with 19 trainees with their current job. The list has been compiled using information available on the LinkedIn professional network.

Year Trainee Company | Position

2

2017 Gelebo Berisha Dynniq | Data Scientist and Researcher 2017 Abel Gebresilassie Omron | Data Scientist

2017 Dmytro Ihnatov Stradigi AI | Research Scientist 2017 Blagorodna Ilievska ASML | Data Scientist

2017 Eleftherios Koulierakis ASML | Data Scientist

2017 Diego Perez Granados EyeOn | Data Science Consultant 2017 Farshid Taheri Alfa Laval | Data Scientist

2017 Valentine Tuyishime Unilever | Senior Business Analyst

2017 Adam Zika Twilio | Data Analyst

2018 Mutasem Al hami Aon | Data Scientist 2018 Thomas Castelijns Enexis | Data Scientist 2018 Dimitrios Koimtzoglou Coolblue | Data Scientist 2018 Elmien Spoelstra KPN | Data Visualizer 2018 Emmanouil Stergiadis Symeonidis No information

(21)

2018 Andriy Debrot Softserve | Data Scientist 2018 Kristina Arsova Brabant Water | Data Scientist 2018 Yuliyan Stoyanov Heijmans | Data Scientist 2018 Yodit Zewdie Kebede Vivat | Data Scientist 2018 Joep van den Bogaert Freelance Data Scientist 2018 Santiago Ruiz Schiphol | Data Scientist

Referenties

GERELATEERDE DOCUMENTEN

Research objective: Provide the management of A&Co with a method to systematically value a potential takeover candidate in support of A&Co’s current growth strategy

To what extend are the manufacturing companies involved in the technical institute, how great is the quantitative need for trained personnel on the labour market, to what extend

En we hebben een paar mensen die heel goed zijn in financiën en regeltjes.” “Ik moet elke keer weer, omdat ik het minder vaak zie omdat ik meer van de praktische dingen ben zoals

o In hoeverre zijn jullie tevreden of ontevreden over de leiding die vanuit de provincie wordt gegeven in wind op land ontwikkeling. o Zijn er wel

Zijn er van tevoren interne afspraken gemaakt over welke informatie wel en niet gedeeld mocht worden.. Wie was verantwoordelijk voor het beheren van

The role of citizens and private stakeholders in Hamburg’s flood risk management -­‐ How does Hamburg try to involve citizens and private stakeholders in flood

[r]

Als je het voor alle aandoeningen die voor hoog-risicogroepen in het algemeen relevant zijn zou aanbieden, dan is een andere aanpak waarschijnlijk beter, bijvoorbeeld in een