Niklas Johannes

Niklas Johannes

Data Scientist

Ocado

About me

Hello there. I’m a data scientist working in tech (FinTech and Logistics). I like trying to figure out why things happen, often through experimentation. But if that’s not an option, I also enjoy finding creative ways to use causal inference and stats on non-experimental data.

My background is in Psychology and Behavioural Science, where I used to research the effects of using technology on people’s mental health and productivity, so I have experience dealing with messy data and taking human biases into account—be that on the site of customers or audiences.

Education
  • PhD Behavioral Sciences, 2020

    Radboud University

  • MSc Communication (Research Master), 2015

    University of Amsterdam

  • BA Media and Communication with Minor in German Literature, 2013

    University of Mannheim

Experience

 
 
 
 
 
Senior Data Scientist
Sep 2025 – Present London, United Kindgom
  • Member of a causal inference team evaluating operational changes across the business
  • Optimising last-mile delivery using observational and experimental data
  • Improving warehouse efficiency through quasi-experimental methods
 
 
 
 
 
Lead Researcher, then Data Scientist
Dec 2022 – Sep 2025 London, United Kindgom
  • Built and deployed fraud risk scoring
  • Analysis informed business strategy
  • Led quantitative research programmes (20k participants in surveys and online experiments) at a start-up
  • Established research and A/B testing frameworks as well as frameworks for establishing compliance with new consumer protection law
 
 
 
 
 
Research Scientist
Jun 2020 – Dec 2022 Oxford, United Kindgom
  • Collaborated with gaming companies (e.g., SONY, Nintendo, Microsoft) on researching video game play, motivation, and mental health
  • Analysed large-scale tracking surveys (5+ million invites) and game telemetry data
  • Work informed policy makers on data sharing in tech companies
 
 
 
 
 
Research Scientist
Oct 2019 – May 2020 Glasgow, United Kindgom
  • Studied behavioural change interventions to promote plant-based over meat-based foods
  • Ran 5+ quantitative research studies with 500+ participants
 
 
 
 
 
Research Scientist
Sep 2015 – Aug 2019 Nijmegen, The Netherlands
  • Led all aspects of a 4-year research project on mobile technology use, user performance, and mental health
  • Designed and programmed 10+ experimental, survey, behavioural data, and experience sampling studies in 3,000+ participants
  • Prepared course materials, graded assignments for 200+ students, and supervised 20+ BSc and MSc theses

Recent Publications

(2022). A global experiment on motivating social distancing during the COVID-19 pandemic. Proceedings of the National Academy of Sciences.

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(2022). Time spent playing two online shooters has no measurable effect on aggressive affect. Collabra: Psychology.

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(2022). No effect of different types of media on well-being. Scientific Reports.

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(2021). How should we investigate variation in the relation between social media and well-being?.

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(2021). Time spent playing video games is unlikely to impact well-being.

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