Skills

Analyse Consumer Behaviour Using Real Data

8 weeks · 0 milestones

Analyse the purchasing behaviour of a real consumer cohort using real data — transaction records, survey responses, observational data, or published research datasets — and produce a written analysis identifying the key behavioural drivers, segmentation patterns, and business implications. The data source must be cited and verifiable. Proof requires review by a marketing or consumer research practitioner who can confirm that the analysis goes beyond summarising the data to identifying genuinely useful strategic insight.

Part of: Business · Proves for: UG

Milestone map

3 milestones

Define a Consumer Decision Problem and Map the Decision Journey

2–3 weeks

Select a real consumer product or service category and map the consumer decision journey (awareness → consideration → evaluation → purchase → post-purchase). Identify the key decision criteria at each stage, the psychological drivers (cognitive biases, motivational factors, social influences), and the touchpoints that shape the journey.

Proof required

Submit: (a) a consumer decision journey map for the chosen product/service category showing stages, decision criteria, psychological drivers at each stage, and key touchpoints, and (b) a 500-word explanation of your evidence sources for the journey map — at least three must be empirical (consumer surveys, published research, user reviews, or focus group findings) rather than theoretical.

What gets checked

Decision journey map is specific to the chosen category — not a generic template
Psychological drivers are specific — 'social proof' is named but the specific mechanism (e.g., expert endorsement vs peer reviews) is explained
At least three empirical sources are cited

Common mistakes

Journey map based entirely on theory without empirical grounding in how this specific consumer segment actually behaves
Category scope too broad — 'clothing' is not tractable; 'premium activewear among 25–35 urban women' is

Powstik Guide

A decision journey map for one product category.

Steps

Pick one real category.
Map each stage from need to purchase.
Name the key choice at each stage.
Back each stage with evidence.

Template

| Stage | What the buyer does | Key choice | Evidence |
|-------|---------------------|------------|----------|

What gets sent back

No evidence per stage.
Generic funnel with no category detail.
Stages missing.

Resources

Foundationstart here

Depthgo deeper

What a verifier looks for

Challenge one of the psychological driver assessments: 'You identified loss aversion as a driver at the evaluation stage — what evidence from this specific category supports that, rather than general behavioural economics theory?'

You'll sign in first, then come straight back here.

Analyse Segment Differences and Produce Consumer Behaviour Report

3–4 weeks

Identify two to three distinct consumer segments within your chosen category. Analyse how decision behaviour differs across segments — different decision criteria weightings, different psychological drivers, different touchpoints. Produce a consumer behaviour analysis report with strategic implications for marketing and product decisions.

Proof required

Submit a consumer behaviour analysis (minimum 2,000 words) covering: (a) segment profiles for two or three distinct segments with evidence for the segmentation basis, (b) decision behaviour comparison showing how key criteria and drivers differ across segments, (c) touchpoint analysis identifying the highest-influence touchpoints per segment, and (d) strategic implications — at least two actionable recommendations grounded in the analysis.

What gets checked

Segmentation basis is grounded in evidence — not assumed
Decision behaviour comparison is specific — 'Segment A weights price 2× higher than Segment B based on X evidence' not 'price-sensitive segment'
Strategic recommendations are specific enough to guide a product or marketing decision

Common mistakes

Segments described by demographics alone without behavioural evidence
Strategic recommendations are generic best practices rather than specific to the analysis findings

Powstik Guide

A segment comparison built on behaviour, not demographics.

Steps

Gather real data: surveys, reviews, search trends or interviews.
Split buyers by what they value, not just age or income.
For each segment, rank its decision criteria with evidence.
Find the touchpoint each segment trusts most.
Write two recommendations a marketer could act on.

Template

| Segment | Evidence it exists | Top 3 criteria (weight) | Main driver | Key touchpoint |
|---------|--------------------|-------------------------|-------------|----------------|

Recommendation 1 (who, what, expected effect):
Recommendation 2:

What gets sent back

Segments defined by demographics only.
Vague claims like 'price-sensitive' with no weights.
Generic best-practice recommendations.

Resources

Foundationstart here

Depthgo deeper

What a verifier looks for

Challenge the segmentation: 'Your price-sensitive segment and quality-seeking segment — is there evidence that these are actually distinct consumer groups, or is the same consumer exhibiting different behaviour in different purchase contexts?'

You'll sign in first, then come straight back here.

Present Analysis to a Marketing or Consumer Research Professional

1 week

Present the consumer behaviour analysis to a marketing professional (brand manager, consumer researcher, or marketing academic) who will challenge at least two of your segment characterisations or behavioural driver assessments.

Proof required

Submit: (a) Q&A log from the review session (minimum 250 words with at least two challenges and your responses), and (b) attendance record with reviewer name and credentials.

What gets checked

Reviewer has marketing or consumer research expertise
Q&A log shows challenges to segment characterisations or evidence interpretations
Your responses engage with the challenge rather than just restating the original analysis

Common mistakes

Review session with someone who lacks consumer research expertise
Responses to challenges are defensive rather than analytical

Powstik Guide

Consumer findings defended to a research professional.

Steps

List your most surprising finding and its evidence.
Note the other explanations you ruled out.
Book a brand manager, consumer researcher or marketing academic.
Ask them to challenge two segment claims.
Log the exchange and what you would re-check.

Template

Review session log
Date:            Duration:
Reviewer name:
Reviewer role and years of experience:

Challenge 1 (a segment or driver claim):
  What they asked:
  My answer:
  Did it hold? What would I change?

Challenge 2:
  What they asked:
  My answer:
  Did it hold? What would I change?

Change I made after the session:
Reviewer's overall view (their words):

What gets sent back

A reviewer without consumer research expertise.
Defensive answers that ignore the challenge.
Fewer than two challenges logged.

Resources

Foundationstart here

Depthgo deeper

Masteryfor the dedicated

What a verifier looks for

Challenge the most central finding: 'You found that review volume matters more than review sentiment for this category — that's counter-intuitive. Walk me through the evidence and the alternative explanations you considered.'
Provide written confirmation (minimum 150 words) of your marketing credentials and the challenges raised.

You'll sign in first, then come straight back here.

Part of

Prove Your Marketing Management Chops →Business Administration 4: Marketing →

Related outcomes

Milestone map

3 milestones

Define a Consumer Decision Problem and Map the Decision Journey

2–3 weeks

Proof required

What gets checked

Decision journey map is specific to the chosen category — not a generic template
Psychological drivers are specific — 'social proof' is named but the specific mechanism (e.g., expert endorsement vs peer reviews) is explained
At least three empirical sources are cited

Common mistakes

Journey map based entirely on theory without empirical grounding in how this specific consumer segment actually behaves
Category scope too broad — 'clothing' is not tractable; 'premium activewear among 25–35 urban women' is

Powstik Guide

A decision journey map for one product category.

Steps

Pick one real category.
Map each stage from need to purchase.
Name the key choice at each stage.
Back each stage with evidence.

Template

| Stage | What the buyer does | Key choice | Evidence |
|-------|---------------------|------------|----------|

What gets sent back

No evidence per stage.
Generic funnel with no category detail.
Stages missing.

Resources

Foundationstart here

Depthgo deeper

What a verifier looks for

Challenge one of the psychological driver assessments: 'You identified loss aversion as a driver at the evaluation stage — what evidence from this specific category supports that, rather than general behavioural economics theory?'

You'll sign in first, then come straight back here.

Analyse Segment Differences and Produce Consumer Behaviour Report

3–4 weeks

Proof required

What gets checked

Segmentation basis is grounded in evidence — not assumed
Decision behaviour comparison is specific — 'Segment A weights price 2× higher than Segment B based on X evidence' not 'price-sensitive segment'
Strategic recommendations are specific enough to guide a product or marketing decision

Common mistakes

Segments described by demographics alone without behavioural evidence
Strategic recommendations are generic best practices rather than specific to the analysis findings

Powstik Guide

A segment comparison built on behaviour, not demographics.

Steps

Gather real data: surveys, reviews, search trends or interviews.
Split buyers by what they value, not just age or income.
For each segment, rank its decision criteria with evidence.
Find the touchpoint each segment trusts most.
Write two recommendations a marketer could act on.

Template

| Segment | Evidence it exists | Top 3 criteria (weight) | Main driver | Key touchpoint |
|---------|--------------------|-------------------------|-------------|----------------|

Recommendation 1 (who, what, expected effect):
Recommendation 2:

What gets sent back

Segments defined by demographics only.
Vague claims like 'price-sensitive' with no weights.
Generic best-practice recommendations.

Resources

Foundationstart here

Depthgo deeper

What a verifier looks for

Challenge the segmentation: 'Your price-sensitive segment and quality-seeking segment — is there evidence that these are actually distinct consumer groups, or is the same consumer exhibiting different behaviour in different purchase contexts?'

You'll sign in first, then come straight back here.

Present Analysis to a Marketing or Consumer Research Professional

1 week

Proof required

Submit: (a) Q&A log from the review session (minimum 250 words with at least two challenges and your responses), and (b) attendance record with reviewer name and credentials.

What gets checked

Reviewer has marketing or consumer research expertise
Q&A log shows challenges to segment characterisations or evidence interpretations
Your responses engage with the challenge rather than just restating the original analysis

Common mistakes

Review session with someone who lacks consumer research expertise
Responses to challenges are defensive rather than analytical

Powstik Guide

Consumer findings defended to a research professional.

Steps

List your most surprising finding and its evidence.
Note the other explanations you ruled out.
Book a brand manager, consumer researcher or marketing academic.
Ask them to challenge two segment claims.
Log the exchange and what you would re-check.

Template

Review session log
Date:            Duration:
Reviewer name:
Reviewer role and years of experience:

Challenge 1 (a segment or driver claim):
  What they asked:
  My answer:
  Did it hold? What would I change?

Challenge 2:
  What they asked:
  My answer:
  Did it hold? What would I change?

Change I made after the session:
Reviewer's overall view (their words):

What gets sent back

A reviewer without consumer research expertise.
Defensive answers that ignore the challenge.
Fewer than two challenges logged.

Resources

Foundationstart here

Depthgo deeper

Masteryfor the dedicated

What a verifier looks for

Challenge the most central finding: 'You found that review volume matters more than review sentiment for this category — that's counter-intuitive. Walk me through the evidence and the alternative explanations you considered.'
Provide written confirmation (minimum 150 words) of your marketing credentials and the challenges raised.

You'll sign in first, then come straight back here.