Info
Leading PropTech Company
Product Manager
2022
Capital Planner
The Capital Planner is an internal tool developed to address the complexities of financial planning for development pipelines. Traditionally, financial projections were created on a building-by-building basis, making it almost impossible to scale these calculations across an entire pipeline of 20+ projects. By consolidating fragmented data into a unified system and automating projections, the tool enabled dynamic, accurate financial planning while providing actionable insights for both internal teams and investors.
What You'll Learn About My Approach
- Strategic product thinking in action
- How I navigate ambiguity and drive outcomes
- My approach to cross-functional leadership

Key Results
Pipeline capacity: 1 building manual projections → 20+ buildings automated
Financial planning time: 2-3 weeks per pipeline → 2-3 days (90% reduction)
Projection accuracy: ±15% variance → ±5% variance in financial forecasts
Investor confidence: Static spreadsheets → Interactive visual pipeline demos
The Challenge
Understanding the problem and stakeholder needs
Planning and projecting financials for development pipelines presented significant challenges due to their scale and complexity. Teams relied on manual calculations for individual buildings, which made it unfeasible to create precise projections for an entire pipeline. This fragmented process also failed to account for interconnected costs, such as land acquisition and building-specific details, leading to inaccurate projections. The lack of a unified system or intuitive visualizations made it difficult to communicate these plans effectively, particularly to investors, whose confidence depended on clear and actionable insights.

My Approach
How I led the team through discovery to execution
The transformation was achieved through three focused steps:
Consolidated the planning process by integrating detailed building data—financials, timelines, and specific costs—into a centralized system that updated dynamically across the pipeline.
Incorporated land acquisition as a foundational element of the planning process, capturing costs, timeframes, and assignments to specific buildings. This ensured that pipeline projections reflected all stages of the development lifecycle.
Developed interactive map-based visualizations to showcase the incremental rise of buildings over time, providing teams and investors with an intuitive view of pipeline progress and financial performance.

What We Built
Cross-functional delivery and team coordination
The Capital Planner replaced fragmented, manual financial workflows with a unified, automated system that dynamically updated pipeline-wide projections. By combining granular building data with early-stage land acquisition details, the tool significantly improved accuracy and efficiency. The map-based visualizations enhanced communication by visually demonstrating the progression of development over time, aligning the tool with both operational needs and investor expectations.

Results & Team Impact
Measurable outcomes and what the team learned
The Capital Planner tool transformed the approach to financial planning for development pipelines. Teams gained the ability to create accurate projections for entire pipelines of 20+ buildings, saving significant time and reducing errors. Investors were provided with clear, intuitive insights into project timelines and financial performance, improving trust and confidence. The tool became a cornerstone for scalable, data-driven planning processes, setting a new standard for efficiency and communication across the organization.
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