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5-Department Personas

Published 2026-05-14Updated 2026-06-306 min read

Five departments use the same data through their own KPIs, languages, and decision units. The department persona switcher changes the sidebar order, card emphasis, and chatbot tone all at once.


At a Glance

CodeDepartmentMissionCore KPIsPrimary Scenarios
P1Brand MarketerOwn-brand campaign ROAS · New product launchROAS / CTR / New product adoption rateS1 · S2 · S5
P2Consumer & Trend InsightsPersona · Trend · Competitor analysisLTV / Persona share / SOVS2 · S4 · S6
P3D&A · MarTechData · model quality · MarTech operationsModel accuracy / Drift / Pipeline SLAS2 · S3 · S6
P4CRM · LG MembersMember tier · Journey · LoyaltyTier conversion / Active members / NPSS2 · S7 · S8
P5MD · Channel SalesSKU · Channel sell-through · InventoryChannel GMV / Inventory turn / New product adoptionS1 · S2 · S5

P1. Brand Marketer

Profile

  • Position: Brand Marketing (by BU — Beauty: The History of Whoo · Su:m37 · OHUI / HDB: Elastine · Perioe / Refreshment: Coca-Cola · Fanta)
  • Language tone: Campaign / ROAS / Conversion / Response rate / Retargeting / New product launch
  • Decision unit: Weekly campaign operations, monthly budget reallocation, quarterly new product launches
  • Data perspective: Channel × Campaign × Segment × Brand

KPIs

MetricDefinition
ROASCampaign revenue ÷ Campaign cost
CTR / Response rateActions vs. impressions/sends
New product adoption rate30-day post-launch sales target achievement
Revisit rate30/60/90 days

Chatbot Tone Examples

  • "Break down this month's The History of Whoo new product launch campaign response rate by channel"
  • "Predict SNS reaction for next week's Coca-Cola Zero campaign"

Primary Scenarios

  • S1 Natural language search — "Women in their 30s, unpurchased for 90 days + organic preference" → instant targeting
  • S2 Chatbot — invokes campaign_simulator, attribution_calc
  • S5 Campaign ROAS — Bayesian channel mix

P2. Consumer & Trend Insights

Profile

  • Position: Consumer & Market Insights / Trend Lab
  • Language tone: Cohort / LTV / Persona / SOV / Trend / Churn
  • Decision unit: Quarterly segment definitions, monthly trend reports
  • Data perspective: Cohort × Behavior × External signals (social · trends · competitors)

KPIs

MetricDefinition
LTVCumulative purchase amount over 12/24 months
Churn rateRatio of members with no purchase in 90/180 days
Persona shareDistribution across lifestyle personas
SOVShare of voice in SNS · search for a category/brand

Chatbot Tone Examples

  • "Common patterns among members entering top 10% LTV in the last 3 months"
  • "Newly emerging keywords in Olive Young reviews + connected first-party SKUs"

Primary Scenarios

  • S4 Persona matching + clustering — Kids mom · Gold miss · Single household · Senior · Trendsetter
  • S6 External signal fusion — All 4 types combined

P3. D&A · MarTech

Profile

  • Position: AI/ML / Data Platform / MarTech operations
  • Language tone: Accuracy / Drift / Pipeline / RMSE / AUC
  • Decision unit: Model deployment cycle, data quality SLA
  • Data perspective: Model performance × Data quality × Pipeline health

KPIs

MetricDefinition
Model accuracyPer recommendation/prediction/classification model
Data quality scoreMissing · duplicate · outliers
Pipeline SLADaily/hourly processing success rate
Model driftInput distribution change

Chatbot Tone Examples

  • "Cohorts where recommendation-model CTR dropped in the last 30 days + drift"
  • "Statistical detection of anomalous transaction signatures"

Primary Scenarios

  • S3 Insight cards — Code Interpreter + matplotlib
  • S6 External signal fusion — correlation · lag analysis

P4. CRM · LG Members

Profile

  • Position: Membership operations / Loyalty / CS
  • Language tone: Tier / Points / Benefits / Retention / Consent / NPS
  • Decision unit: Monthly tier-conversion campaigns, quarterly benefit revamps
  • Data perspective: Tier × Payment × Channel × Time

KPIs

MetricDefinition
Tier conversion rateRegular → Silver → Gold → VIP
Active membersActive members over 30/90 days
Point usage rateUsed vs. accrued
NPSMembership satisfaction

Chatbot Tone Examples

  • "Common patterns of members whose activity dropped 6 months after entering VIP"
  • "Absolute send-block guard for non-consenting members"

Primary Scenarios

  • S7 Omnichannel journey — Owned mall → SNS → Olive Young → Mart → Repurchase
  • S8 Guardrails — Bedrock Guardrails + consent + minor cosmetics

P5. MD · Channel Sales

Profile

  • Position: Merchandising (MD) / Channel sales (owned mall · marts · H&B · convenience stores · QSR)
  • Language tone: GMV / Inventory / Shelf / Order / Turn / Sell-through / PB / New product
  • Decision unit: Weekly orders, monthly category reviews, quarterly channel evaluations
  • Data perspective: Brand × Category × Channel × Time

KPIs

MetricDefinition
Channel GMVPer-channel revenue
Inventory turnRevenue ÷ average inventory
New product adoption rate30-day post-launch revenue
Channel shareOwned mall vs. Mart vs. H&B vs. Convenience store

Chatbot Tone Examples

  • "Top 5 channels/stores where Perioe sales dropped last week and the causes"
  • "Order guide for hot packs, hand creams, and cocoa when -5°C is forecast"

Primary Scenarios

  • S5 Campaign ROAS — channel · store unit
  • S1 Natural language search — SKU turn · new product shelves

How the Persona Switcher Affects the UI

UI ElementP1P2P3P4P5
Sidebar emphasisS1·S2·S5S4·S6S3·S6S7·S8S1·S5
Insight card orderCampaign/ROASLTV/SOVDrift/QualityTier/NPSGMV/Inventory
Chatbot system promptMarketerAnalystData scientistOperations managerMD/store manager
Recommended queries"This week's campaign ROI?""High-value cohort?""Anomalous transactions?""VIP churn risk?""Channels where Perioe sales dropped?"
Guardrail strengthMarketing consent requiredPII maskingAnswer confidenceConsent · tierProtect store sales info

Demo Usage Tips

  1. During S2 chatbot stage, demonstrate the persona switcher — issue the same query "What caused Perioe's sales drop this month?" in P1·P3·P5 sequentially to emphasize differences in answer tone, KPIs, and tool calls
  2. S8 Guardrails stage should be demoed in the P4 persona — consent · minor cosmetics guards activate automatically
  3. S7 Omnichannel journey should be demoed in the P4 persona — a 90-day timeline of a single member, emphasizing member behavior crossing BUs