Academic Portfolio

ABILITIES AT A GLANCE

CONTENTS AT A GLANCE

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1. MSc & Pre-MSc Theses

In this chapter, I showcase my MSc and Pre-MSc theses. The programming behind these can be found on my GitHub.

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MSc Thesis

Willingness to Share Health Data in Italy:
Investigation under a Multi-context Paradigm with DCE data.

Keywords: Digital Health data · Secondary use of Data · Discrete Choice Experiment · Latent Class Analysis

Thesis Defence Slides

Download*

MSc Thesis Defense Slides by George Dreemer

Thesis Paper

Download* · Stata Code* · R Code*

MSc Thesis Paper by George Dreemer

Extra: Text Mining & Sentiment Analysis

Download* · R Code*

Note: As the survey feedback was written in Italian, all feedback entries had to be translated. I used the Translate API provided by Google to automatically translate all the entries in my data frame. Therefore, the quality of translation may influence the results of the subsequent sentiment analysis.

* Limited access until further notice.

Pre-MSc Thesis

Investigating the Effect of Earnings Call Sentiment on Stock Volatility.

Keywords: Earnings conference calls · Sentiment analysis · Stock volatility

Pre-MSc Thesis Paper by George Dreemer

2. ANALYSIS RESULT REPORTS

In this chapter, I showcase the culmination of my data analysis and programming efforts in the form of visual and written reports. The code behind every project can be found on my GitHub.

VISUAL REPORTS

This section specifically focuses on visual reports, showcasing my abilities in data visualization and storytelling.

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Text Mining, Sentiment Analysis & Propensity Score Matching

Investigating the effectiveness of communication in online marketing campaigns using traditional and machine learning methods, focusing on text mining, sentiment analysis & more.

Google Analytics & Exploratory Analysis

Analysing the impact of Wehkamp's AR app on their customers. Focusing on repeat purchases, customer value, repurchases, revenue and transaction frequency.

Time-series Analysis

Reporting the results of time-series analysis, investigating the 4Ps of Redstar vs. Competitors.

Time-series Analysis by George Dreemer

Cluster Analysis

Reporting the results of hierarchical & nonhierarchical cluster analyses, investigating car buying preferences of consumers based on survey data. 

Cluster Analysis by George Dreemer

Factor Analysis

Performing a Factor Analysis to investigate important factors in people's attitudes towards sustainable clothing.

Factor Analysis by George Dreemer

Exploratory Analysis

Reporting the results of exploratory analyses investigating various aspects of consumer attitudes towards meal kits based on survey data. 

Exploratory Analysis by George Dreemer

Retail Mix Tactics Analysis

Proposal for a retail mix strategy for Kruidvat, based on internal and external market conditions in the makeup industry.

Omnichannel Strategy Analysis

Proposal for an omnichannel strategy to L'Oreal based on internal data analysis and external market analysis.

Brand Extension Analysis

Video proposal for a brand extension to Volkswagen based on market analysis.

Showcase of VW Ad Concepts

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WRITTEN REPORTS

This section specifically focuses on written reports, showcasing my abilities in academic and corporate reporting.

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Churn Prediction Modelling

Modelling churn with both traditional methods and machine learning (tree models, bagging, boosting and neural networks).

Churn Prediction Modeling by George Dreemer

Market Modelling 1/2

Building a regression model for the Dutch lemonade retail market, working with data from various retailers (Albert Heijn, Jumbo, etc.) for brands such as (Raak, Karvan Cevitam, etc.).

Market Modeling 1/2 by George Dreemer

Market Modelling 2/2

Market Modeling 2/2 by George Dreemer

Conversion Rate Optimization Analysis

Investigation of key drivers of conversion rate and their optimization for product category of an online retailer.

Ethical Analysis

Tackling three business ethics issues in the form of three short papers, based on ethics theory & literature review.

3. MADS Madlad

During my master year I set out to write the most complete premium course summaries available for the MADS MSc program. After writing over 800 pages and helping over 50 students during my studies, I decided to sell them with 100% of proceeds going to various Dutch charities. My summaries maintain a position as the most thoroughly-written documents on Stuvia and Knoowy, the two most prominent summary platforms in the Netherlands.

Sample Documents

In this section I provide samples of my summaries as a showcase. The full summaries are distributed through Stuvia & Knoowy, with 100% of the proceeds being accumulated for charity.

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Data Science Methods

Market Models

Digital Marketing Intelligence

Retail & Omnichannel Marketing

Data Engineering

Statistical Learning in Marketing

Companies, Brands & Consumers

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