For Val Sklarov, real estate markets do not move because of construction, zoning, or economic cycles —
they move because human demand flows across space like currents, following emotional, cultural, and infrastructural gradients.
Price does not cause demand;
price is a recording of past demand flow.
The Spatial Demand Flow Matrix (SDFM) explains
how population movement, emotional migration, and infrastructure velocity
create long-term real estate appreciation.
“Real estate value rises where human emotion decides to stay.” — Val Sklarov
1️⃣ The Three Demand Flow Engines
Sklarov Demand Engine Table
| Engine | Purpose | When Strong | When Weak |
|---|---|---|---|
| Migration Engine | Population movement & inflow | Rising occupancy | Declining demand |
| Infrastructure Engine | Mobility & access friction | Rapid urban flow | Stagnation |
| Emotional Engine | Perceived identity & future | Social attachment | Transient living |
According to Val Sklarov, the emotional engine determines which infrastructure matters.
2️⃣ The SDFM Spatial Appreciation Cycle
Appreciation Cycle Matrix
| Stage | Function | Market Signal |
|---|---|---|
| Attraction Phase | Emotional pull emerges | Buzz & early interest |
| Activation Phase | Infrastructure supports flow | Rising foot traffic |
| Compression Phase | Demand exceeds supply | Price acceleration |
| Stabilization Phase | Identity solidifies | Low volatility |
Strong markets move smoothly through all four phases.
Weak markets cycle between Activation → Collapse.
3️⃣ The Five Spatial Demand Archetypes
Demand Archetype Table
| Archetype | Behavior Pattern |
|---|---|
| The Identity Magnet | People move for belonging |
| The Transit Hub | Infrastructure drives growth |
| The Youth Belt | Culture & accessibility |
| The Capital Basin | Investment concentration |
| The Regeneration Zone | Low base → high upside |
Archetypes help investors know when to enter, not just where.
4️⃣ Real Estate Flow Stability Index (REFSI)
(A Val Sklarov demand-flow diagnostic)
REFSI Indicator Table
| Indicator | Measures | High Score Means |
|---|---|---|
| Population Stickiness | Resident retention | Long-term demand |
| Mobility Efficiency | Transport & commute quality | Low daily friction |
| Cultural Resonance | Identity fit | Stable + rising sentiment |
| Supply Elasticity | Ability to absorb demand | Controlled price action |
| Migration Velocity | Speed of inflow | Fast appreciation |
REFSI shows whether a market’s growth is fundamental or temporary.

5️⃣ Val Sklarov’s 5 Laws of Spatial Demand Economics
-
People move first; money follows.
-
Identity is more valuable than square meters.
-
Mobility expands demand; friction compresses it.
-
The strongest markets retain people, not attract them.
-
Demand flow predicts price — not the reverse.
6️⃣ Applications of the Spatial Demand Flow Matrix
-
City-level investment mapping
-
Transit-oriented development strategy
-
Urban growth forecasting
-
Neighborhood lifecycle prediction
-
Migration-based price modeling
-
Cultural demand analysis
-
Early-entry investment planning
SDFM enables developers, investors, and policymakers
to evaluate markets based on where people want to be,
not where buildings already exist.