Assessfy Research Lab Advanced 6 milestones 100 marks

Research: Quantifying Brand Equity Using Social Listening and Sentiment Analysis on Soc...

Field: Marketing & Sales Type: Research project Bloom: Create / Evaluate Level: Final-year / PG capstone Inspired by: MIT / Stanford / Oxford research agendas

Real-world project · AICTE-aligned · AI-graded · Audit-ready certificate

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About this project
Research: Quantifying Brand Equity Using Social Listening and Sentiment Analysis on Social Media Platforms

Research question: How accurately can social listening and sentiment analysis of social media data quantify and predict brand equity relative to traditional survey-based methods?

Background & Motivation: Brand equity is a critical marketing asset, influencing consumer choices, loyalty, and firm value. Traditionally, brand equity has been measured using survey-based methods that are resource-intensive and subject to response biases.

Research Gap: With the proliferation of social media, vast volumes of consumer-generated content offer real-time insights into brand perceptions. However, it remains unclear to what extent social listening and sentiment analysis can serve as effective proxies for measuring brand equity compared to established methods.

Approach & Expected Contribution: This research will collect and analyze social media data for selected brands, applying advanced sentiment analysis and topic modeling techniques. Brand equity scores derived from social media will be compared to published survey-based indices (e.g., Interbrand, BrandZ) using statistical correlation and regression analysis. The study will refine the methodology for digital brand equity measurement and assess its predictive validity.

Why it Matters: Demonstrating a robust, scalable alternative to traditional brand equity measurement can enhance marketing analytics, enable real-time brand monitoring, and support data-driven go-to-market strategies.

Milestones
1. Literature Review & Problem Definition
15 marks 21d
Conduct an in-depth review of academic and industry literature on brand equity measurement and digital analytics to define the research problem.
2. Research Proposal & Hypotheses
10 marks 14d
Develop a detailed research proposal, formulating specific hypotheses regarding the relationship between social media sentiment and brand equity.
3. Methodology & Experimental Design
15 marks 18d
Design the comparative study, specifying data sources, sentiment analysis methods, and statistical approaches.
4. Data Collection / Experimentation
20 marks 28d
Scrape and preprocess social media data, extract sentiment and topic features, and collect benchmark brand equity scores.
5. Analysis & Results
25 marks 28d
Analyze data, test hypotheses, and compare social media-based measures to traditional brand equity indices using statistical techniques.
6. Thesis Write-up & Defense
15 marks 21d
Draft, revise, and submit the thesis; prepare and deliver the oral defense before examiners.
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Skills you'll learn
ResearchMarketing & SalesComprehensive literature review in marketing science and analyticsFormulation of research questions and hypothesesDesign of empirical methodology for comparative analysisData scraping and pre-processing from social media APIsNatural Language Processing (NLP) and sentiment analysisStatistical analysis and model validationAcademic writing and results presentation
Tools used
Python (pandasscikit-learnNLTKspaCyTextBlob)Social media APIs (e.g.TwitterFacebookInstagram)Brand equity indices (e.g.InterbrandBrandZ datasets)Sentiment analysis models (VADERBERT-based models)Topic modeling (LDA)Statistical analysis (R or SPSS)Data visualization (Tableaumatplotlibseaborn)
Prerequisites
Introduction to Marketing or Principles of MarketingStatistics for Business or Quantitative MethodsData Analytics or Business IntelligenceFoundations of Consumer Behaviour
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