Data Scientist with using Machine Learning in Forecasting and Marketing for decades
Aktualisiert am 14.08.2026
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 16.08.2026
Verfügbar zu: 100%
davon vor Ort: 100%
Machine Learning
Forecasting
Regressionstest
SQL
Python
R
SAS
VBA
QlikView
English
mother tongue, level C2
German
fluent, level B2
Dutch
level B1

Einsatzorte

Einsatzorte

London (+10km) Hamburg (+10km) Munich (+10km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

11 months
2025-03 - 2026-01

Promotion and Allocation system design

Senior Specialist Demand Planning
Senior Specialist Demand Planning
  • Promotion and Allocation system design for forecasting.
  • Achieved a 9% increase in forecast accuracy across all products.
MediaMarkt Saturn, Ingolstadt
2 years 7 months
2022-08 - 2025-02

Selling statistical formulas I conceived

Freelance Data Scientist
Freelance Data Scientist

  • Selling statistical formulas I conceived
  • Demand planning for SIG Combibloc (2nd largest EU food packaging manufacturer).
  • Pricing strategy consulting for GetLaidBeds .com (bed retailer), England.

Various Clients, Germany
3 years
2019-08 - 2022-07

Automated all the marketing campaigns

Senior Data Scientist
Senior Data Scientist
  • Logistic regression for car sales probabilities to an individual.
  • Automated all the marketing campaigns.
  • Client: Ford Europa (Car manufacturer).
OneMagnify (Marketing Consultancy), Cologne
7 years 10 months
2011-10 - 2019-07

Optimised time-series forecasting formulae

Freelance Data Scientist
Freelance Data Scientist
  • Sold my own tailor-made formulas as a product (seasonal sales prediction formula, affinity certainty formula) to PEPKOR (Africa's largest clothing retail chain)
  • Customer Segmentation
  • Optimised time-series forecasting formulae
  • More accurate statistical methods found for safety stock.
  • A/B testing and needed sample size determination in test design
  • Automation of all marketing reporting
  • Customer journey webpages tracking 
  • Visualizing conversation paths via R software
  • Store layout/product range optimisation for more turnover
  • Product Affinities Tool Development and regression analysis (via R). 
  • Selected clients: Tesco, British Gas, British Airways, Microsoft Skype, VISA payment system, Takealot .com (Africa's largest online retailer), Marketing consultancies: Merkle Inc., RAPP, OgilvyOne and M&C Saatchi.
Various Clients, Britain & International
1 year 9 months
2009-01 - 2010-09

Created regression model to determine customer satisfaction

Segmentation Analyst
Segmentation Analyst
  • Started as segmentation analyst, became responsible for all statistical models.
  • Created regression model to determine customer satisfaction (Net Promoter Score).
  • Segmentation for marketing.
Virgin Media (Britain's largest internet provider), Hook, UK
2 years 4 months
2006-09 - 2008-12

Time Series sales predictor for all products

Statistician
Statistician
  • Started as merchandise planner, then promoted to company Statistician and Time Series sales predictor for all products.
Massmart (largest non-food retail chain in Africa), Durban, South Africa
9 months
2005-12 - 2006-08

Created forecasting and allocation SQL-database-connected Excel tool

Stock Analyst
Stock Analyst
  • Created forecasting and allocation SQL-database-connected Excel tool adopted company-wide. (Corrected lost sales and fixed seasonality)
Shoprite Holdings (largest retail chain in Africa), Cape Town, South Africa

Aus- und Weiterbildung

Aus- und Weiterbildung

10 months
2005-02 - 2005-11

Bachelor of Commerce Honours in Mathematical Statistics

Stellenbosch University, Cape Town, South Africa
Stellenbosch University, Cape Town, South Africa
Subjects: Time Series Analysis, Data Mining, Sampling Theory, Categorical Data Analysis, Multivariate Statistical Analysis, Statistical Quality Control, Probability Models and Stochastic Simulation, Experimental Design, Biostatistics
3 years 8 months
2001-03 - 2004-10

Bachelor of Commerce in Actuarial Science

University of Stellenbosch, Cape Town, South Africa
University of Stellenbosch, Cape Town, South Africa
Subjects: Mathematics, Mathematical Statistics3 (CT3), Survival Models (CT4), Financial Mathematics (CT1), Financial Economics (CT8), Contingencies (CT5), Economics3 (CT7), Financial Accounting2 (CT2), (?CT? is the Institute and Faculty of Actuarial Science course terminology (exact same study material)

Kompetenzen

Kompetenzen

Top-Skills

Machine Learning Forecasting Regressionstest SQL Python R SAS VBA QlikView

Produkte / Standards / Erfahrungen / Methoden

Applications:

  • Alteryx
  • KNIME
  • Excel
  • Microstrategy
  • Pro Clarity
  • SAP (Business Objects, HANA)
  • Qlikview
  • Github
  • PowerPoint
  • Relex (incl. forecasting)
  • Jupyter
  • Looker Studio

Programmiersprachen

SQL
GoogleBigQuery, Teradata
R
Python
Matplotlib, Pandas, Scikit
SAS
Base/Macro/Stat
Hive
Hadoop
VBA for Excel

Einsatzorte

Einsatzorte

London (+10km) Hamburg (+10km) Munich (+10km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

11 months
2025-03 - 2026-01

Promotion and Allocation system design

Senior Specialist Demand Planning
Senior Specialist Demand Planning
  • Promotion and Allocation system design for forecasting.
  • Achieved a 9% increase in forecast accuracy across all products.
MediaMarkt Saturn, Ingolstadt
2 years 7 months
2022-08 - 2025-02

Selling statistical formulas I conceived

Freelance Data Scientist
Freelance Data Scientist

  • Selling statistical formulas I conceived
  • Demand planning for SIG Combibloc (2nd largest EU food packaging manufacturer).
  • Pricing strategy consulting for GetLaidBeds .com (bed retailer), England.

Various Clients, Germany
3 years
2019-08 - 2022-07

Automated all the marketing campaigns

Senior Data Scientist
Senior Data Scientist
  • Logistic regression for car sales probabilities to an individual.
  • Automated all the marketing campaigns.
  • Client: Ford Europa (Car manufacturer).
OneMagnify (Marketing Consultancy), Cologne
7 years 10 months
2011-10 - 2019-07

Optimised time-series forecasting formulae

Freelance Data Scientist
Freelance Data Scientist
  • Sold my own tailor-made formulas as a product (seasonal sales prediction formula, affinity certainty formula) to PEPKOR (Africa's largest clothing retail chain)
  • Customer Segmentation
  • Optimised time-series forecasting formulae
  • More accurate statistical methods found for safety stock.
  • A/B testing and needed sample size determination in test design
  • Automation of all marketing reporting
  • Customer journey webpages tracking 
  • Visualizing conversation paths via R software
  • Store layout/product range optimisation for more turnover
  • Product Affinities Tool Development and regression analysis (via R). 
  • Selected clients: Tesco, British Gas, British Airways, Microsoft Skype, VISA payment system, Takealot .com (Africa's largest online retailer), Marketing consultancies: Merkle Inc., RAPP, OgilvyOne and M&C Saatchi.
Various Clients, Britain & International
1 year 9 months
2009-01 - 2010-09

Created regression model to determine customer satisfaction

Segmentation Analyst
Segmentation Analyst
  • Started as segmentation analyst, became responsible for all statistical models.
  • Created regression model to determine customer satisfaction (Net Promoter Score).
  • Segmentation for marketing.
Virgin Media (Britain's largest internet provider), Hook, UK
2 years 4 months
2006-09 - 2008-12

Time Series sales predictor for all products

Statistician
Statistician
  • Started as merchandise planner, then promoted to company Statistician and Time Series sales predictor for all products.
Massmart (largest non-food retail chain in Africa), Durban, South Africa
9 months
2005-12 - 2006-08

Created forecasting and allocation SQL-database-connected Excel tool

Stock Analyst
Stock Analyst
  • Created forecasting and allocation SQL-database-connected Excel tool adopted company-wide. (Corrected lost sales and fixed seasonality)
Shoprite Holdings (largest retail chain in Africa), Cape Town, South Africa

Aus- und Weiterbildung

Aus- und Weiterbildung

10 months
2005-02 - 2005-11

Bachelor of Commerce Honours in Mathematical Statistics

Stellenbosch University, Cape Town, South Africa
Stellenbosch University, Cape Town, South Africa
Subjects: Time Series Analysis, Data Mining, Sampling Theory, Categorical Data Analysis, Multivariate Statistical Analysis, Statistical Quality Control, Probability Models and Stochastic Simulation, Experimental Design, Biostatistics
3 years 8 months
2001-03 - 2004-10

Bachelor of Commerce in Actuarial Science

University of Stellenbosch, Cape Town, South Africa
University of Stellenbosch, Cape Town, South Africa
Subjects: Mathematics, Mathematical Statistics3 (CT3), Survival Models (CT4), Financial Mathematics (CT1), Financial Economics (CT8), Contingencies (CT5), Economics3 (CT7), Financial Accounting2 (CT2), (?CT? is the Institute and Faculty of Actuarial Science course terminology (exact same study material)

Kompetenzen

Kompetenzen

Top-Skills

Machine Learning Forecasting Regressionstest SQL Python R SAS VBA QlikView

Produkte / Standards / Erfahrungen / Methoden

Applications:

  • Alteryx
  • KNIME
  • Excel
  • Microstrategy
  • Pro Clarity
  • SAP (Business Objects, HANA)
  • Qlikview
  • Github
  • PowerPoint
  • Relex (incl. forecasting)
  • Jupyter
  • Looker Studio

Programmiersprachen

SQL
GoogleBigQuery, Teradata
R
Python
Matplotlib, Pandas, Scikit
SAS
Base/Macro/Stat
Hive
Hadoop
VBA for Excel

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