Malika Gibbs
Senior Analytics & Pricing Strategy Leader
[email protected] | linkedin.com/in/gibbsma
CASE STUDY 02

Multi-Dimensional Pricing Gap Analysis & Correction Strategy

163
Units Analyzed
18%
Premium Gap Identified
$8.2M
Adjusted Revenue at Risk
4 mo
Time to Approval & Implementation

Project Context

A 163-unit luxury condominium development experiencing slower-than-projected absorption six months post-launch. Initial pricing strategy assumed an 18% new development premium over resale comparables, but market dynamics had shifted, creating a widening gap between asking prices and actual closings.

Challenge

Sales velocity had declined 40% over three consecutive months, with premium-tier units (35% of inventory) showing near-zero absorption. The development team faced pressure to maintain pricing to satisfy investor pro formas, while the sales team advocated for immediate reductions. With $8.2M in revenue at risk and investor confidence waning, leadership needed data-driven justification for any pricing adjustments.

Analytical Approach

Pricing Gap Analysis: Two Critical Dimensions
New Development vs Resale Gap
1-Bed
$850K
$720K
+18%
2-Bed
$1.20M
$980K
+22%
3-Bed
$1.75M
$1.42M
+23%
Asking vs Closing Price Trend
$1.1M $1.0M $960K Jan Feb Mar Apr May Jun Asking Closing Widening Gap

Key Deliverables

Absorption Rate by Price Tier
Entry ($800-950K)
45 units
38 sold
84%
Mid ($950-1.1M)
52 units
31 sold
60%
Premium ($1.1-1.3M)
38 units
15 sold
39%
Luxury ($1.3M+)
28 units
6 sold
21%
Before Price Adjustment
Month 1
12 units
Month 2
16 units
Month 3
14 units
Month 4
16 units
58 units sold (36% of inventory)
After Price Adjustment
Month 1
18 units
Month 2
24 units
Month 3
26 units
Month 4
18 units
86 units sold (53% of inventory) • +140% velocity

Business Impact

Investor Approval Secured Data-driven analysis and revenue modeling convinced stakeholders to approve strategic price adjustments, avoiding prolonged sales stagnation
Absorption Recovery Unit sales increased 140% in the four months following repricing, with premium inventory absorption improving from 5% to 39%
Revenue Preservation Strategic tiered approach recovered 87% of originally projected revenue despite price reductions, vs estimated 65% under no-adjustment scenario
Market Positioning Repricing aligned property competitively, preventing brand damage and maintaining luxury positioning while clearing inventory
Key Insight: The analysis revealed that premium-tier units were priced 18% above market while entry-tier units were only 8% above, creating an inverted demand curve. Strategic repricing focused corrections where gaps were largest, preserving margins on high-performing inventory.

Technical Methodology

Tools & Techniques:
Excel / Python Tableau MLS Data CoStar Regression Analysis Elasticity Modeling Scenario Modeling Competitive Intelligence
Malika Gibbs | Senior Analytics & Pricing Strategy Leader
hello@malikaasgibbs.com | linkedin.com/in/gibbsma
© 2025 Malika Gibbs. Confidential - For Review Purposes Only
No real client data was used in this case study.