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Raoul V. Kübler

$ professor --field="marketing" --focus="AI, UGC, digital transformation"

ESSEC Faculty Data Scientist ML Researcher Digital Society Analytics Consultant XR Evangelist
15 Years Experience
20TB User-Generated Data
1000 Models Estimated
Raoul V. Kübler - Professor of Marketing

About Me

Raoul V. Kübler

I am a Professor of Marketing at ESSEC Business School, where I study how companies and brands can successfully navigate digital transformation.

My passion lies in unlocking the power of user-generated content (UGC) to understand how digital media and consumer voices shape brands, businesses, and even society—and how managers can harness these insights to make smarter decisions.

With more than a decade of experience working with massive datasets containing billions of observations, I continuously explore and adapt to the rapid advances in machine learning and AI, learning new tools every day to push the boundaries of what we can uncover.

My research shows how stories, reputations, consumer behavior, and politics are influenced by our clicks and shares.

Beyond academia, I thrive on connecting with people—whether in the classroom, on stage, or in advising companies—helping them not just adapt to, but excel in, today's fast-changing digital world.

Contact Information

+33 (0)1 34 43 32 62
ESSEC Business School
3 Avenue Hirsch
95021 Cergy-Pontoise
Office Hours: upon request

Research Interests

Digital Transformation

Being born at the intersection of Gen X and Millennials, I have the distinct privilege—and the receipts—of having bought my favorite music and movies three or four different times across various physical formats, only to now happily pay monthly subscription fees to stream that exact same content from the cloud. Growing up in a world where technology changed as frequently as fashion, I witnessed firsthand how the arrival of new gadgets didn't just alter our daily habits; they completely disrupted consumer behavior and upended entire markets overnight.

This lifelong, front-row seat to constant technological disruption sparked a deep, personal fascination with digital transformation. Today, my research directly reflects this curiosity. I systematically examine how the ongoing digital revolution is reshaping traditional business models, focusing on what modern managers and organizations must proactively do to survive and adapt in a constantly shifting landscape.

Marketing and Society

Beyond the business implications of digital transformation, my research also explores its broader impact on society. This work unfolds in two main directions.

On the one hand, I focus on the negative externalities of new technologies, examining how they contribute to societal challenges such as echo chambers, disinformation, hate speech, and deepfakes—and how these forces undermine pluralistic values.

On the other hand, I investigate the positive externalities that technological advancements can generate. In this area, I study how digital ecosystems foster well-being—for example, how online communities and gaming can improve personal well-being, and how user- and firm-generated content can be leveraged to track, manage, and promote public health. This work aims to equip policymakers with better insights for making informed decisions in the face of catastrophic events such as pandemics.

Marketing Technology

I am interested in how cutting-edge technologies are reshaping the field of marketing. While many discussions still conflate digitization, digitalization, and online marketing, my work focuses on the deeper disruptive potential of emerging technologies. As early as the mid-2010s, I was among the first scholars in my field to emphasize the role of machine learning in marketing. Today, my research explores how the latest advances—such as transformers, diffusion models, large language models (LLMs), and agent-based systems—can empower marketers.

I also examine how hardware innovations like VR/AR glasses and the 3D internet open new opportunities for both consumers and companies, and how marketers can harness spatial word-of-mouth (spatial-WOM) to create richer, more engaging metaverse experiences.

Corporate Crisis

A central part of my research investigates how consumer protests emerge and escalate into corporate crises. By integrating insights from digital consumer behavior with advanced deep learning methods and large-scale user-generated data, I develop models that detect anomalies in how consumers communicate and interact with firms—while accounting for cultural and issue-specific differences.

These models provide early warning signals of firestorms, public outrage, or brand sabotage, equipping companies with the tools to respond proactively and safeguard their reputation.

Publications

Mining Consumer Mindset Metrics With User-Generated Content

Journal Article Marketing Technology

Kübler, Adler, Welke, Sarstedt, and Pauwels (2025)

Schmalenbach Journal of Business Research (SBUR), 2025

This paper introduces a four-step process showing how user-generated data can be transformed into mindset metrics that complement or even overcome the limitations of traditional survey-based measures.

Maniac Mansion or Wing Commander? The attenuating influence of video game adoption on stress signals in times of forced isolation

Journal Article Marketing and Society

Dewender and Kübler

International Journal of Research in Marketing, 2025

Playing video games during the Covid-19 pandemic helped reduce stress and loneliness, with the strongest benefits linked to games that foster social interaction.

Spatial word of mouth: How user reviews in the metaverse shape the success of virtual reality apps

Journal Article Digital Transformation Marketing Technology

Kübler & Hennig-Thurau

Journal of Retailing, 2025

This paper introduces the concept of spatial word of mouth (WOM) in the metaverse and demonstrates how it can be harnessed to help brands and retailers more effectively engage VR users.

I like, I share, I vote: Mapping the dynamic system of political marketing

Journal Article Marketing and Society

Kübler, Manke, Pauwels

Journal of Business Research, 2025

This paper maps the complex dynamics of political marketing across candidates, voters, media, and digital platforms, showing how online chatter, disinformation, and media amplification strongly shape campaigns and voter behavior.

Polarized and Connected: Measuring Campaign Effects in the 2016 and 2020 U.S. Presidential Elections

Book Chapter Marketing and Society

Pauwels, Manke, Kübler, and Panagopoulos

SAGE Handbook of Political Marketing

Based on more than 250 million social media interactions we show how candidate's own social media behavior together with user responses, media, and advertising affected the 2016 and 2020 US presidential elections.

The impact of Covid-19 on how core and peripheral service satisfaction impacts customer satisfaction

Journal Article Marketing and Society Corporate Crisis

Kübler & Seggie

Journal of Business Research, 2024

In this study we show that while both core and peripheral services influenced airline customer satisfaction before COVID-19, the pandemic shifted importance toward peripheral services—a trend that has persisted afterward.

Unstructured data research in business: Toward a structured approach

Journal Article Marketing Technology

de Haan, Padigar, El Kihal, Kübler, and Wieringa

Journal of Business Research, 2024

This paper offers a three-step framework for leveraging unstructured data in managerial decision-making, helping organizations match data sources and methods to their learning goals and strategic needs.

The effect of review images on review helpfulness: A contingency approach

Journal Article Digital Transformation

Kübler, Lobschat, Welke, and van der Meij

Journal of Retailing, 2024

Our analysis of more than 95,000 reviews shows that review images can significantly boost review helpfulness in online retailing—especially when provided by reputable reviewers, for hedonic products, alongside extreme ratings, and when images depict the product in use.

Will the revolution devour its children? The Impact of Generative and Interactive AI on Operative and Strategic Marketing

Journal Article Digital Transformation

Kübler

Décisions Marketing, 2023

Generative AI is reshaping marketing by democratizing access to customer insights and enabling rapid development of advanced tools, while also posing new strategic challenges that brands and managers must navigate to secure a brand's USP.

Social interactions in the metaverse: Framework, initial evidence, and research roadmap

Journal Article Digital Transformation Marketing Technology

Hennig-Thurau, Aliman, Herting, Cziehso, Linder, & Kübler

Journal of the Academy of Marketing Science, 2023

Winner of the 2024 Sheth JAMS Best Paper Award

This study shows that real-time multisensory interactions in the metaverse can create added value compared to 2D internet settings, while offering a framework and research agenda to guide future work on metaverse interactions, business applications, and societal challenges.

Data Driven Campaigning: Wie Einfluss messbar gemacht werden kann und wie wir damit effizientere Kampagnen gestalten können

Book Chapter Marketing and Society

Kübler & Manke

Digitale Wahlkämpfe: Politische Kommunikation im Bundestagswahlkampf 2021

We provide campaign managers with insights into how to harness social networks alongside traditional channels, helping them navigate complex online–offline dynamics and allocate resources more efficiently for greater political marketing campaign impact.

The Impact of the COVID-19 Pandemic on Restaurant Resilience: Lessons, Generalizations, and Ideas for Future Research

Journal Article Corporate Crisis

Karniouchina, Sarangee, Theokary, & Kübler

Service Science, 2022

Explores how restaurants adapted and recovered during the COVID-19 pandemic and offers generalized lessons and directions for future research.

Content valuation strategies for digital subscription platforms

Journal Article Digital Transformation

Kübler, Seifert, & Kandziora

Journal of Cultural Economics, 2021

Develops a model how digital subscription platforms can value and price content strategically to enhance performance.

The impact of value-related crises on price and product-performance elasticities

Journal Article Corporate Crisis

Kübler, Langmaack, Albers, & Hoyer

Journal of the Academy of Marketing Science, 2020

Investigates how corporate unethical behaviour lowers consumers' sensitivity to price changes and product performance, giving managers fewer chances to rely on marketing instruments to encounter allegations.

Social Media's Impact on the Consumer Mindset: When to Use Which Sentiment Extraction Tool?

Journal Article Marketing Technology

Kübler, Colicev, & Pauwels

Journal of Interactive Marketing, 2020

Winner of the 2018 MSI Most Downloaded Paper Award

Combining UGC, YouGov metric and ML methods we find that social media volume metrics best explain brand awareness and purchase intent, while bottom-up sentiment extraction tools—especially SVM models with neutral handling—are superior at explaining brand impression, satisfaction, and recommendation.

Battle of the Brand Fans: Impact of Brand Attack and Defense on Social Media

Journal Article Digital Transformation

Ilhan, Kübler, & Pauwels

Journal of Interactive Marketing, 2018

Brand rivalries in online communities significantly amplify and prolong engagement—our analysis of 80,000+ posts shows how managers can strategically harness attack-and-defense dynamics to boost the impact of marketing campaigns and product launches.

Machine Learning and Big Data

Book Chapter Marketing Technology

Kübler, Wieringa, & Pauwels

Advanced Methods for Modeling Markets, 2017

This chapter demonstrates how core machine learning models—including SVMs, tree models, neural networks, and logistic regressions—can be applied in marketing research to generate actionable insights for managers.

App Popularity: Where in the World Are Consumers Most Sensitive to Price and User Ratings?

Journal Article Digital Transformation

Kübler, Pauwels, Yıldırım, & Fandrich

Journal of Marketing, 2018

Managers should tailor app pricing and evaluation strategies by country—some markets are highly price-sensitive (e.g., those with strong masculinity and uncertainty avoidance), while others respond more to the valence (e.g., individualistic and uncertain cultures) or volume of ratings (e.g., affluent, high power-distance, and uncertainty-avoiding countries), and the authors even quantify how much a price discount can offset a drop in review sentiment

The Role of the Partner Brand's Social Media Power in Brand Alliances

Journal Article Digital Transformation

Kupfer, Pähler vor der Holte, Kübler, & Hennig-Thurau

Journal of Marketing, 2018

Partnering with brands (or influencers) that possess both a large and active social media following—and who use it to post product-related content—can significantly boost the sales of the co-branded product; additionally, persuasive, exclusive, and authentic posts from highly visible partner brands yield especially strong monetary impact, whereas non-product-related activity can dilute performance.

Faking or Convincing: Why Do Some Advertising Campaigns Win Creativity Awards?

Journal Article Digital Transformation

Kübler & Proppe

BuR Business Research, 2012

Marketing leaders aiming to win creativity awards should prioritize truly innovative, multi-channel campaigns—despite industry rituals, producing so-called "fake campaigns" (made only for awards) actually backfires and reduces award success.

Best/Worst Scaling

Book Chapter Marketing Technology

Kübler

Methodik der empirischen Forschung, 2012

This chapter gives an introduction to B/W Scaling a discrete choice experiment that asks respondents to identify the most and least important items or attributes from a given set, yielding more reliable and valid preference data than traditional rating scales with less data.

Communication Behavior of Companies in Product Recalls Without Customer Identification Information

Journal Article Corporate Crisis

Kübler & Albers

Marketing – Journal of Research and Management, 2010

We identify six core recall message dimensions (e.g., social responsibility, transparency, convenience) companies consistently adjust based on defect hazard, recall probability, product involvement, and branding, to minimize negative consumer responses to product harm incidents.

Biography

Academic Positions

Education

Awards and Recognition

  • IJRM Outstanding ERB Member Award 2025
    (European Marketing Academy)
  • JAMS Outstanding ERB Award 2025
    (Academy of Marketing Science)
  • Jagdish N. Sheth Best JAMS 2023 Article Award
    (Academy of Marketing Science)
  • Best Reviewer Award 2021
    (Journal of Business Economics)
  • Best Paper Award – 2020
    Interactive Marketing Research Conference
  • 2018 Most Downloaded Paper Award
    (Marketing Science Institute)
  • Finalist Best Doctoral Paper Award 2014
    (European Marketing Academy)

Professional Experience

  • Active Keynote Speaker for events such as Digital Marketing Day of IAB, Yandex Big Data Conference, and Neptun Cross-Media Awards
  • Consultant for global brands and companies such as Rausch AG Switzerland, TetraPak, PepsiCo, Deezer, Turkcell, Sisecam, OD Yachting, Dr. Wolff AG Bielefeld, and Deutsche Bahn Cargo
  • Over a decade of experience working in advertising
  • 1996: Copywriting Intern at RTS Riegerteam (at age 15)
  • 2000: Copywriter Trainee at TBWA Germany
  • 2001: Co-Founder of own advertising agency freieWildbahn
    (at age 20)
  • 2003–2004: Copywriter at Zum Goldenen Hirschen, Hamburg — clients included Europcar, Caritas, Axel Springer Media, and others
  • 2004–2008: Freelance copywriter for agencies such as The AdStore, ZgH, and S&J

In the Media

(selected clippings)

How social media changes Gen Z's work expectations

Courrier Cadre

December 2025

Interview on How Influencers and Social Media Shape Success and Pay Expectations

Read Article

Brigitte Macron Gender Trials

France 24

October 2025

Speaking on French TV about Fake News Campaigns targeting France's first lady Brigitte Macron

Watch Video

Do we still need surveys in marketing?

Absatzwirtschaft

October 2025

Marko Sarstedt summarises in his column our research on how to use UGC to re-produce common survey based mindset metrics.

Read Article

The Digital Political Arena

COBS Insights

September 2025

A summary map of the high-stakes digital ecosystem of modern political campaigns.

Read Article

The Epstein Files - Trump caught in his own trap?

La Tribune

August 2025

Comment on how disinformation dynamics may counter Trump's plan to frame Obama and Comey for manipulating Epstein dossier.

Read Article

How to catch the attention of GenZ

Le Figaro

July 2025

Interview on how to select social media channels to appeal to a GenZ audience

Read Article

How Social Media has become an essential tool in political marketing

Stratégies

January 2025

A summary of our analysis of the importance of social media in US politics

Read Article

How GenAI changes Marketing Strategy

Markenartikel Magazin

July 2025

GenAI is rapidly changing the marketing landscape. In this comment I outline what managers need to consider to secure their brand's USP

Read Article

Impact of Reviews on Buying Behaviour

Digestible Academia Podcast

January 2025

In this podcast I talk about how images increase review helpfulness and how online retailers can profit from it.

Listen Now

How disinformation helped Trump's campaign

The Conversation

November 2024

We discuss how Donald Trump leveraged the spread of disinformation—particularly on social networks—to boost media coverage and voter support for himself.

Read Article

Impact of Disinformation on US Presidential Elections

Tagesschau.de

November 2024

Tagesschau covers our research on the impact of disinformation on US election outcomes.

Read Article

The role of Social Media in Political Campaigns

Northeastern Global News

October 2024

How does social media affect voting decisions and how can parties and candidates adapt their activities to gain support.

Read Article

TikTok's role in political marketing

n-tv

May 2024

In this interview, I explain what it takes to successfully integrate TikTok into a political marketing campaign and which pitfalls to avoid.

Read Article

How creativity can boost Covid-19 vaccination numbers

Radio Kiepenkerl

September 2021

In this radio interview, I explain how creative marketing events can help encourage people to get a Covid-19 vaccination during the 2020/2021 pandemic.

Listen 1st part Listen 2nd part

Metrics Gone Wrong

NIM Marketing Intelligence Review

January 2021

How can managers leverage User-Generated-Content to come to better decisions and avoid false information from survey data.

Read Article

Teaching and Speaking

Classes

Generative AI and Business

Generative AI and Business

EMBA and Hybrid MBA

ESSEC Business School

This course gives students a working command of the fast-moving GenAI landscape and the end-to-end skills to design and ship AI features and agentic workflows—from data preparation and retrieval/tooling to guardrails, evaluation loops, and deployment. They also build the strategic judgment to align use cases with data and governance, quantify ROI, and lead responsible adoption. Core topics include applying transformer models to unstructured consumer data, robust prompting strategies, RAG versus fine-tuning, building customized chatbots and agents, and running self-hosted/local models.

Click for details
Digital Marketing Strategy

Digital Marketing Strategy

Master in Management (Grande Ecole)

ESSEC Business School

This class explores how digitalization has transformed marketing, equipping students with the knowledge and tools to translate traditional strategies into effective digital approaches. It emphasizes both opportunities and risks, teaching how to design data-driven, socially responsible, and innovative campaigns across emerging platforms and technologies.

Click for details
Marketing Analytics

Marketing Analytics

Master of Data Science and Business Analytics

ESSEC and CentraleSupelec

This course equips students with applied marketing analytics skills to strengthen market orientation by turning data into actionable customer insights. Through real-world datasets and tools such as segmentation, marketing mix modeling, text mining, supervised machine learning, and forecasting students learn to design data-driven strategies while critically assessing the role of Generative AI in marketing.

Click for details

Digital Marketing and E-Commerce

ESSEC/Mannheim MBA

ESSEC Business School

This class equips students with the principles and playbook of modern digital communication and e-commerce strategy—from digital transformation and the hype machine to 3rd-gen social platforms, AR/VR, and the Metaverse. After completing this course they can navigate fast-moving channels with confidence. Through hands-on briefs and projects, students use data and generative AI to design impactful, responsible campaigns while avoiding the common pitfalls of today's echo-driven digital marketplace.

Click for details

Keynotes

What does it take to survive the AI revolution?

What does it take to survive the AI revolution?

In this provocative keynote, I draw a striking parallel between the ongoing AI transformation and the French Revolution. As with any historic disruption, some heads will roll—while others will rise from the bottom of the digital Marais to rule a new system. Drawing on two decades of digital transformation lessons, I reveal the strategic skills required to become a leading force in the Nouvel Empire rather than facing the guillotine of obsolescence. Building on acclaimed sessions delivered at IAB's International Digital Marketing Day and ESSEC's Open MBA Day, this talk unpacks the critical shift from Mechanical AI to the new frontier of Agentic Intelligence. Book this session to equip your audience with a proven, four-step blueprint for surviving the chaos and maintaining brand sovereignty in the age of automation. ALLONS ENFANTS...

Bridging the Gap: How to Make Marketing and BI Speak the Same Language

Bridging the Gap: How to Make Marketing and BI Speak the Same Language

"BI is from Mars, Marketing from Venus." If this dynamic sounds familiar, this keynote is the antidote. I speak both languages because I've lived on both planets: I began my career as an advertising copywriter before pivoting deep into data analytics. Today, I address the systemic "language barrier" that isolates Business Intelligence from Marketing—a divide that routinely leads to missed opportunities and strategic misalignment. Drawing on my extensive consulting background guiding corporate transformations and my experience teaching marketing analytics for world-leading programs (including the globally #2-ranked ESSEC & CentraleSupélec DSBA), I share a proven roadmap for fostering a unified, data-driven culture. I break down how to teach BI teams to embrace the nuances of market orientation, while empowering marketing teams to rigorously quantify their impact. Book this keynote to discover the specific analytical frameworks that enable both teams to move beyond raw metrics and align on the insights that actually win battles.

Brand Rivalry in Social Media

Brand Rivalry in Social Media: How to Create Valuable Fan Engagement

Neptun GFK

Beyond the Like: Mastering the Art of Brand Warfare. In this keynote, I leverage the latest research into online trolling and heated debates between brand fans to explain how you can utilize today's "hype echoverse" to create valuable engagement for your brand . So, stop fearing the trolls and start leveraging the rivalry; discover the ADA framework that transforms fan conflict into a powerful engine for engagement and long-term brand growth

Consulting Services

(selected projects)

Danone

Danone Marketing Academy - Academic Co-Director

As Academic Co-Director of the Danone Marketing Academy, I champion marketing excellence for a global FMCG leader. My work helps Danone with maintaining its reputation as a marketing powerhouse while supporting its top-tier market position (#1 in dairy/plant-based, #2 in waters/infant nutrition).

Danone
Dr. Wolff Group

Dr. Wolff Group, Change Mangement Academy

From 2020 to 2022, I supported Dr. Wolff with developing a stronger data-centric decision-making culture, directly supporting their ambition to be a RoI and R&D leader. My work empowered the teams behind iconic, science-backed brands like Alpecin, Plantur, Linola, and Vagisan to leverage data for marketing efficency and sustainable commercial growth.

Dr. Wolff Group
DB Cargo

DB Cargo - Conceptualisation of Sustainable Transport Label

In 2020, I partnered with DB Cargo and Prof. Dr. David Bendig to develop a potential 'Sustainable Transportation Label,' conducting focused research into how green logistics and supply chain transparency directly influence consumer purchase behavior.

DB Cargo
DB Cargo

DB Cargo - Customer Insight Tool via UGC and Marketing RoI Analysis

Between 2020 and 2023, I led the Annual Social Media Analysis for DB Cargo, quantifying the ROI of their digital communication. Mapping the digital landscape we helped with identifying key stakeholders and primary opinion drivers within the global logistics sector. As part of this initiative, we created the annual 'LinkedIn Logistics CEO Report".

DB Cargo
Sisecam

Sisecam - Developement and Management of Sisecam Marketing Academy

Between 2016 and 2018, I partnered with Özyegin University's corporate education team to co-develop and manage specialized marketing programs. Tailoring the curriculum specifically for their consumer glassware and B2B flatglass divisions, I successfully upskilled and empowered more than 90 executives to become the company's marketing specialists, equipped with expertise in STP, pricing strategy, ROI analysis, and CRM.

Sisecam
Deezer Turkey

Deezer Turkey - Support during Market Entry Turkey/Middle East

In 2014, I led a student consulting team to advise Deezer Türkiye on their positioning and growth within the Turkish music streaming market. Our research focused on analyzing primary consumer data to determine Willingness to Pay (WTP) and optimize flat-rate subscription models. Furthermore, we identified and evaluated high-impact strategic partnership opportunities with regional telecommunication providers and local artists to accelerate Deezer's market penetration.

Deezer
TetraPak

TetraPak - Conceptualisation of UGC/Social Media Listening Tool

In collaboration with Prof. Koen Pauwels, I developed 2014 an analytical framework for Tetra Pak designed to leverage UGC for tracking consumer mindsets. By mapping this social chatter across the entire decision funnel, we created a robust tool to approximate complex behavioral metrics. This model ultimately empowered the company to accurately measure how specific marketing activities directly shaped consumer perceptions of packaging.

TetraPak
PepsiCo

PepsiCo - RoI Analysis of Sport Sponsoring Activities

From 2013 to 2015, I partnered with PepsiCo Türkiye to quantify the return on investment of the Ruffles brand's strategic sports sponsorships. Specifically, I evaluated the commercial impact and financial value of their high-profile partnership with the Ruffles Yelken sailing team, led by former Olympian Şükrü Sanus. This data-driven analysis provided marketing leadership with clear, actionable insights to optimize future sponsorship spending.

PepsiCo
Farr25OD Sportboat

Branding and Pricing Campaign for OD Yachting Turkey's Farr25OD Sportboat

From 2013 to 2018, I developed and managed the global marketing and branding strategy for OD Yachting's Farr25 OD sportsboat. Capitalizing on the boat's 2015 ORC Vice European Championship win, I optimized pricing and executed targeted sales campaigns. This comprehensive approach successfully built international recognition and resulted in the sale of over nine boats across Europe and Australia.

OD Yachting
Ergun Elektrik

Ergun Elektrik - Support with Global Re-Branding Campaign

From 2015 to 2016, I partnered with Izmir-based clean energy company Ergun Elektrik to develop their international brand positioning strategy. By highlighting their engineering excellence alongside a unique, family heritage, we crafted a distinct corporate identity. This strategic realignment successfully established them as a global "flawless harmony power" brand, equipping the company to effectively resonate within the broader international market.

Ergun Elektrik
VESTEL

VESTEL - Marketing Communications Training for Young Executive Programm

From 2013 to 2015, I led an executive training program at Vestel, a premier European manufacturer of consumer electronics and household appliances. Over the course of three cohorts, I taught and mentored more than 150 young executives on the strategic fundamentals of crafting successful, highly distinct global brands. By focusing on the execution of integrated 360° campaigns, this curriculum equipped Vestel's emerging leaders with the tools necessary to drive international market growth.

VESTEL
Rausch Switzerland

Rausch Switzerland - RoI and WtP Analysis German Market

In 2010, I partnered with Rausch Switzerland to develop a deeper understanding of the brand's resonance and overall positioning within German consumer perception. By combining survey data with targeted PoS experiments, we leveraged Multidimensional Scaling to map exactly how Rausch compared against competing shampoo brands. This revealed the critical linkages between brand perceptions and the consumer's overall willingness to pay.

Rausch Switzerland

Applied Marketing Analytics Books

The result of a long-standing collaboration between Gökhan Yildirim and myself, Applied Marketing Analytics (available in R and Python editions) empowers you to conduct state-of-the-art analytics across the entire lifecycle of a marketing campaign. Using real-world datasets and hands-on code walkthroughs (via R Markdowns or Jupyter Notebooks), readers learn to leverage techniques like customer segmentation, marketing mix modeling, attribution, text and image analytics, and demand forecasting for better decision-making.

For Educators: Both editions include a comprehensive, ready-to-use teaching suite featuring detailed PPTs, test banks, quizzes, and teaching notes.

Applied Marketing Analytics with R

Applied Marketing Analytics with R

By Gökhan Yildirim and Raoul V. Kübler

Since its publication in 2023, the book has gained widespread adoption among marketing educators worldwide. Gökhan and I are proud that today, it is a highly valued resource in flagship analytics programs at premier institutions, including Imperial College, London Business School, UCLA, Erasmus Rotterdam, University of Cologne, LMU Munich, Münster Professional School, and CentraleSupélec Paris.

2023 392 pages ISBN: 1529768721
Applied Marketing Analytics with Python

Applied Marketing Analytics with Python

By Gökhan Yildirim and Raoul V. Kübler

Driven by the enthusiastic response to the R edition, Gökhan and I created a companion version for Python. It features the exact same real-world cases and datasets, with meticulously translated Jupyter Notebooks that maintain our high standards for output quality. Educators can easily use both books side-by-side in the classroom, allowing students to learn in whichever language they prefer. Beyond academia, we are proud that the Python edition is gaining strong traction in the corporate world, actively relied upon by data analysts at Alphabet, Amazon, and Booking.com.

2025 384 pages ISBN: 9781529684162