Three layer tourism data model

hiawebdesign
April 21, 2026

The Core Idea

UK tourism suffers from fragmented evidence:

  • Accommodation data without behaviour
  • Footfall without people
  • Economic models without real spend

The solution is an integrated, three-layer data model that connects: Movement → Stay → Spend

Layer 1: Mobility Data

Who Visits and How they Behave

  • Local vs Tourist
  • Origin Markets
  • Dwell and Movement Patterns

Layer 2: Short Term Let Data

Where visitors stay & for how long

  • Non-hotel accommodation
  • Occupancy & length of stay
  • Spatial & seasonal pressure

Layer 3: Spend Data

Economic Value & Visitor Impact

  • Retail, F&B, Attractions
  • Location of Spend
  • Value Index and Volume Index

When combined, these layers turn fragmented tourism metrics into a complete, people and value-based view of visitor activity.

What Each Layer Solves

Layer 1: Mobility Data

Separates tourists from locals in complex UK places

UK challenge:

  • Dense cities
  • High commuter flows
  • Tourism mixed with everyday activity

What this layer delivers:

  • Clear visitor identification
  • Domestic vs international origin markets
  • Day visitors finally counted
  • Behaviour tracked over time

Layer 2: Short-Term Let Data

Fixes the UK’s accommodation blind spot

UK challenge:

  • Rapid growth of Airbnbs and holiday lets
  • Poor visibility outside hotel stock
  • Increasing housing and community pressure

What this layer delivers:

  • True scale of non-hotel tourism
  • Evidence for licensing, planning and de-regulation
  • Accurate length-of-stay insight

Layer 3: Spend Data

Moves beyond estimated economic impact

UK challenge:

  • Scrutiny from Treasury and audit bodies
  • Outdated tourism multipliers
  • Funding bids requiring proof, not promotion

What this layer delivers:

  • Actual visitor spend
  • Category-level insight
  • High-value vs high-volume tourism evidence

Persona-Specific Versions

DMO & Destination Leaders

Their problem

“We know tourism matters — but proving it is getting harder.”

How the model helps

  • STL shows who stayed
  • Mobility shows who visited and behaved
  • Spend shows what tourism actually delivered

This model gives DMOs defensible evidence of visitor impact — not just activity.

From visitor numbers to visitor value.

Ready to find out more?

Contact us & request a demo