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whyrating-engine-legacy/packages/reviewiq-pipeline/INDUSTRY_TAXONOMY_GAPS.md
2026-02-02 18:19:00 +00:00

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Industry-Specific Taxonomy Gap Analysis

Current URT Coverage

  • Spec: 7 domains, 28 categories, 140 subcodes (universal)
  • Database: 138 subcodes implemented
  • Claim: "Works universally: Any industry, any size, any geography"

Business Sector Analysis

Tier 1: High-Volume Google Review Industries

These sectors have the most Google reviews and are most likely to be clients.


🍽️ 1. RESTAURANTS & FOOD SERVICE

Expected Review Volume: Very High Current Coverage: ⚠️ Partial

Topic Frequency Has Code? Gap
Food quality/taste Very High No O2.06 Food Quality
Portion size High No O2.09 Portion Size
Drink quality High No O2.07 Drink Quality
Menu variety Medium No O2.08 Menu Variety
Freshness High ⚠️ O2.01 (Materials) Needs specific code
Chef/Cook skill Medium ⚠️ P2.02 (Skill) Generic
Wait time for food High J1.01 Covered
Reservation system Medium J2.xx Covered
Ambiance High E1.04 Covered
Cleanliness High E1.01 Covered

Missing Codes:

O2.06 - Food Quality (taste, preparation)
O2.07 - Drink Quality (beverages, cocktails, coffee)
O2.08 - Menu Variety (selection, options)
O2.09 - Portion Size (amount served)
O2.10 - Freshness (ingredient freshness)

🏨 2. HOTELS & ACCOMMODATION

Expected Review Volume: Very High Current Coverage: ⚠️ Partial

Topic Frequency Has Code? Gap
Room cleanliness Very High E1.01 Covered
Bed comfort High ⚠️ E1.02 (Comfort) Needs specific
Bathroom quality High No E1.09 Bathroom Quality
Noise level High No E1.10 Noise Level
WiFi quality High ⚠️ E2.xx Needs specific
Breakfast quality High No Links to F&B gap
Check-in/out speed High J1.01 Covered
Pool/Gym facilities Medium No E1.11 Amenity Quality
View Medium No E1.12 Room View
Location High A4.01 Covered
Value for money High V4.01 Covered

Missing Codes:

E1.09 - Bathroom Quality (fixtures, water pressure, toiletries)
E1.10 - Noise Level (soundproofing, street noise, neighbors)
E1.11 - Amenity Quality (pool, gym, spa facilities)
E1.12 - Room View (scenery, outlook)
E2.06 - WiFi/Internet Quality (speed, reliability)
O2.11 - Bed/Sleep Quality (mattress, pillows, linens)

🏥 3. HEALTHCARE (Clinics, Dentists, Doctors)

Expected Review Volume: High Current Coverage: ⚠️ Partial

Topic Frequency Has Code? Gap
Treatment effectiveness Very High O1.05 Covered
Doctor manner High P1.01-05 Covered
Wait time Very High J1.01-03 Covered
Pain management High No O1.12 Pain/Comfort Management
Diagnosis accuracy High ⚠️ O1.02 Needs specific
Explanation clarity High No P2.06 Medical Communication
Insurance handling High No V3.06 Insurance Processing
Appointment availability High A1.xx Covered
Follow-up care Medium No R3.06 Follow-up Care
Hygiene/Sterilization High E3.04 Covered

Missing Codes:

O1.12 - Pain/Comfort Management (during procedures)
P2.06 - Medical Communication (explaining diagnosis, treatment)
V3.06 - Insurance Processing (claims, billing, coverage)
R3.06 - Follow-up Care (post-treatment support)

🚗 4. AUTOMOTIVE (Dealerships, Mechanics, Car Wash)

Expected Review Volume: High Current Coverage: Good (based on ClickRent data)

Topic Frequency Has Code? Gap
Vehicle condition High O1.01-02 Covered
Hidden fees Very High V1.03 Covered
Staff honesty High R1.01 Covered
Repair quality High O2.02 Covered
Price fairness High V1.02 Covered
Wait time High J1.01 Covered
Warranty honoring Medium ⚠️ V2.04 Covered
Test drive experience Medium No O1.13 Demo/Trial Experience
Trade-in fairness Medium No V1.06 Trade-in Value

Missing Codes:

O1.13 - Demo/Trial Experience (test drives, product demos)
V1.06 - Trade-in Value (exchange/trade fairness)

💇 5. BEAUTY & WELLNESS (Salons, Spas, Gyms)

Expected Review Volume: High Current Coverage: ⚠️ Partial

Topic Frequency Has Code? Gap
Service result Very High O1.05 Covered
Stylist skill High P2.02 Covered
Hygiene High E3.04 Covered
Relaxation High No O1.14 Relaxation/Wellness Outcome
Equipment quality Medium ⚠️ E1.xx Generic
Class quality (gym) Medium No O1.15 Class/Instruction Quality
Membership value Medium V4.01 Covered
Trainer expertise Medium P2.01 Covered
Appointment booking High J2.xx Covered
Atmosphere High E1.04 Covered

Missing Codes:

O1.14 - Relaxation/Wellness Outcome (stress relief, rejuvenation)
O1.15 - Class/Instruction Quality (fitness classes, workshops)
E1.13 - Equipment Quality (gym machines, salon tools)

🎢 6. ENTERTAINMENT & RECREATION

Expected Review Volume: High Current Coverage: Poor (confirmed by Go Karts data)

Topic Frequency Has Code? Gap
Fun factor Very High No O1.08 Entertainment Value
Excitement/Thrill High No O1.09 Excitement Level
Family suitability High No O1.06 Family Suitability
Group experience High No O1.11 Group Suitability
Safety (rides) High E4.01 Covered
Queue/Wait High J1.03 Covered
Value for money High V4.01 Covered
Staff friendliness High P1.01 Covered
Would recommend High No R1.06 Would Recommend
Would return High No R1.08 Will Return

Missing Codes: (Already documented)

O1.06 - Family Suitability
O1.08 - Entertainment Value
O1.09 - Excitement Level
O1.11 - Group Suitability
R1.06 - Would Recommend
R1.08 - Will Return

🏬 7. RETAIL (Shops, Stores, E-commerce)

Expected Review Volume: Very High Current Coverage: Good

Topic Frequency Has Code? Gap
Product quality High O2.01 Covered
Stock availability High A1.03 Covered
Price competitiveness High V2.05 Covered
Return policy High V2.04 Covered
Staff helpfulness High P2.xx Covered
Store organization High E1.03 Covered
Checkout speed High J1.01 Covered
Delivery (e-comm) High J1.02 Covered
Packaging Medium ⚠️ O2.05 Partial

Minor Gaps:

O2.12 - Packaging Quality (e-commerce specific)

🎓 8. EDUCATION & TRAINING

Expected Review Volume: Medium Current Coverage: ⚠️ Partial

Topic Frequency Has Code? Gap
Learning outcome Very High O1.05 Covered
Teacher quality High P2.xx Covered
Course content High No O2.13 Course/Curriculum Quality
Materials quality Medium O2.01 Covered
Value for tuition High V4.01 Covered
Schedule flexibility Medium ⚠️ O4.03 Generic
Progress tracking Medium No J4.06 Progress Communication
Certification value Medium No O1.16 Credential Value

Missing Codes:

O2.13 - Course/Curriculum Quality (content, structure, relevance)
O1.16 - Credential/Certification Value
J4.06 - Progress Communication (tracking, feedback)

🏠 9. HOME SERVICES (Plumbers, Electricians, Cleaners)

Expected Review Volume: High Current Coverage: Good

Topic Frequency Has Code? Gap
Work quality Very High O2.02 Covered
Punctuality Very High J1.02 Covered
Price transparency High V1.03 Covered
Cleanliness after work High E1.01 Covered
Professionalism High P1.xx Covered
Problem solved High O1.05 Covered
Quote accuracy High ⚠️ V1.02 Covered
Warranty/Guarantee Medium ⚠️ V2.04 Covered

No major gaps - well covered by existing codes.


🌍 10. TRAVEL & TOURISM (Tours, Attractions, Museums)

Expected Review Volume: High Current Coverage: ⚠️ Partial

Topic Frequency Has Code? Gap
Experience quality High ⚠️ V4.03 Too generic
Guide quality High P2.xx Covered
Value for money High V4.01 Covered
Educational value Medium No O1.17 Educational/Informative Value
Crowd management Medium J1.03 Covered
Photo opportunities Medium No E1.14 Photo/Visual Appeal
Accessibility Medium A3.xx Covered
Authenticity Medium No O2.14 Authenticity/Genuineness
Memorable experience High No Links to Entertainment gap

Missing Codes:

O1.17 - Educational/Informative Value (learning experience)
O2.14 - Authenticity/Genuineness (cultural accuracy, real experience)
E1.14 - Photo/Visual Appeal (Instagram-worthy, scenic)

🐾 11. PET SERVICES (Vets, Groomers, Pet Stores)

Expected Review Volume: Medium Current Coverage: ⚠️ Partial

Topic Frequency Has Code? Gap
Animal care quality Very High ⚠️ O1.05 Needs specific
Handling gentleness High No P1.06 Animal Handling
Treatment outcome High O1.05 Covered
Pet comfort/stress High No O1.18 Pet Comfort/Stress
Staff knowledge High P2.01 Covered
Emergency availability Medium A1.01 Covered
Price transparency High V1.xx Covered
Facility cleanliness High E1.01 Covered

Missing Codes:

P1.06 - Animal Handling (gentleness, care with pets)
O1.18 - Pet Comfort/Stress (during service)

🎵 12. NIGHTLIFE (Bars, Clubs, Live Music)

Expected Review Volume: Medium Current Coverage: ⚠️ Partial

Topic Frequency Has Code? Gap
Music/DJ quality Very High No E2.07 Music/Sound Quality
Drink quality/variety High No Links to F&B gap
Atmosphere/Vibe High E1.04 Covered
Crowd quality Medium No E2.08 Crowd/Clientele Quality
Door policy Medium No A1.06 Entry/Door Policy
Dance floor Medium No E1.15 Dance Floor Quality
Security/Safety High E4.01-02 Covered
Drink prices High V1.01 Covered
Staff attitude High P1.xx Covered

Missing Codes:

E2.07 - Music/Sound Quality (DJ, live music, sound system)
E2.08 - Crowd/Clientele Quality (type of people, vibe)
A1.06 - Entry/Door Policy (fairness, accessibility)
E1.15 - Dance Floor Quality (space, surface, lighting)

Priority Summary: Missing Codes by Urgency

🔴 Critical (Universal - All Industries)

R1.06 - Would Recommend (recommendation intent)
R1.07 - Would Not Recommend (anti-recommendation)
R1.08 - Will Return (return intent positive)
R1.09 - Won't Return (return intent negative)

🟠 High (Multiple Industries)

-- Food & Beverage (Restaurants, Hotels, Nightlife, Cafes)
O2.06 - Food Quality
O2.07 - Drink Quality
O2.08 - Menu Variety
O2.09 - Portion Size

-- Entertainment & Tourism
O1.06 - Family Suitability
O1.08 - Entertainment Value
O1.09 - Excitement Level
O1.11 - Group Suitability

-- Hospitality
E1.09 - Bathroom Quality
E1.10 - Noise Level
E1.11 - Amenity Quality
E2.06 - WiFi Quality

🟡 Medium (Industry-Specific)

-- Healthcare
O1.12 - Pain/Comfort Management
P2.06 - Medical Communication
V3.06 - Insurance Processing

-- Nightlife
E2.07 - Music/Sound Quality
E2.08 - Crowd/Clientele Quality

-- Education
O2.13 - Course/Curriculum Quality
O1.16 - Credential Value

-- Hotels
O2.11 - Bed/Sleep Quality
E1.12 - Room View

🟢 Lower (Niche)

-- Automotive
O1.13 - Demo/Trial Experience
V1.06 - Trade-in Value

-- Pet Services
P1.06 - Animal Handling
O1.18 - Pet Comfort

-- Tourism
O1.17 - Educational Value
O2.14 - Authenticity
E1.14 - Photo Appeal

Phase 1: Universal Codes (Add Immediately)

4 codes - Covers ALL industries

INSERT INTO pipeline.urt_subcodes VALUES
('R1.06', 'R1', 'R', 'Would Recommend', 'Intent to recommend to others'),
('R1.07', 'R1', 'R', 'Would Not Recommend', 'Explicit anti-recommendation'),
('R1.08', 'R1', 'R', 'Will Return', 'Intent to visit again'),
('R1.09', 'R1', 'R', 'Won''t Return', 'Explicit no-return statement');

Phase 2: High-Frequency Gaps (Next Sprint)

12 codes - Covers Hospitality, F&B, Entertainment

-- Food & Beverage
('O2.06', 'O2', 'O', 'Food Quality', 'Taste, preparation, cooking quality'),
('O2.07', 'O2', 'O', 'Drink Quality', 'Beverage quality and preparation'),
('O2.08', 'O2', 'O', 'Menu Variety', 'Range of food/drink options'),
('O2.09', 'O2', 'O', 'Portion Size', 'Amount of food served'),

-- Entertainment
('O1.06', 'O1', 'O', 'Family Suitability', 'Appropriate for children and families'),
('O1.08', 'O1', 'O', 'Entertainment Value', 'How enjoyable/fun the experience was'),
('O1.09', 'O1', 'O', 'Excitement Level', 'Thrill and adrenaline factor'),
('O1.11', 'O1', 'O', 'Group Suitability', 'Good for groups/parties'),

-- Hospitality
('E1.09', 'E1', 'E', 'Bathroom Quality', 'Fixtures, water pressure, toiletries'),
('E1.10', 'E1', 'E', 'Noise Level', 'Soundproofing, ambient noise'),
('E1.11', 'E1', 'E', 'Amenity Quality', 'Pool, gym, spa facilities'),
('E2.06', 'E2', 'E', 'WiFi Quality', 'Internet speed and reliability');

Phase 3: Industry-Specific (As Clients Onboard)

Add codes when specific industries become clients.


Coverage Score by Industry

Industry Current Coverage After Phase 1 After Phase 2
Restaurants 60% 65% 90%
Hotels 65% 70% 90%
Healthcare 70% 75% 80%
Automotive 85% 90% 90%
Beauty/Wellness 75% 80% 85%
Entertainment 50% 60% 90%
Retail 90% 95% 95%
Education 70% 75% 80%
Home Services 95% 95% 95%
Travel/Tourism 60% 70% 85%
Pet Services 75% 80% 85%
Nightlife 55% 60% 85%

Conclusion

Is the taxonomy ready for production?

Scenario Ready?
Service businesses (auto, home services) Yes
Retail Yes
Healthcare ⚠️ Mostly (add Phase 1)
Restaurants/F&B No (need Phase 1+2)
Hotels No (need Phase 1+2)
Entertainment No (need Phase 1+2)
Nightlife No (need Phase 1+2)

Recommended Action:

  1. Add Phase 1 codes immediately (4 universal codes)
  2. Add Phase 2 codes before onboarding hospitality/entertainment clients
  3. Add Phase 3 codes as specific industries come online