Design Methodologies & Frameworks
Structured technical case studies exploring rapid validation cycles, AI-assisted prototyping, and robust documentation systems across AAA and indie productions.
Capping soft currency accumulation via dynamic seasonal deco decay will stabilize the high-level economy without depressing D30 retention.
Constructed Monte Carlo supply-and-demand simulation models in Excel and Notion; mapped 24 distinct crafting sink permutations against live user spending tiers.
Excel Simulation, Notion Database, Custom Unity Balance Hooks, Claude 3.5 Sonnet API for automated balance anomaly scripts.
+14.2% D30 sink utilization, -28% runaway currency stockpiling in top 5% spender cohorts, zero critical economy exploits in live operations.
Synthesizing structured system markdown into engine-ready node tables cuts early feature validation cycle times from 10 days to under 48 hours.
Created rigorous system prompt architectures paired with standardized JSON schemas to generate deterministic event-tree tables and validation test cases.
Unreal Engine, Codex, ChatGPT-4, Miro Node Mapping, Custom Python parsers, Notion API documentation engine.
76% reduction in rapid-prototyping turnaround for secondary quest node loops; verified 100% schema parity across 40+ modular sandbox systems.
Re-weighting early milestone friction points into non-punitive skill checks increases early cohort survivability and converts new players to recurring seasonal participants.
Executed Build-Test-Learn validation loops on live player telemetry; calibrated mathematical exponential XP tiers against real matchmaking queue distributions.
Excel Metagame Tables, Miro Progression Maps, Proprietary Live Analytics, HTML/CSS Telemetry Dashboard wireframes.
+9.6% new-player day-7 progression completion, 4.1% lift in recurring trial engagement, perfectly aligned win-rate distribution within +/- 1.8%.
Instituting algorithmic sink tax rebates to creator participants generates organic UGC volume without destabilizing base-layer commodity pricing.
Constructed closed-loop currency circulation matrices in Excel; simulated user arbitrage vectors across 500,000 synthetic trading transactions.
Excel Circulation Simulator, Miro Flowcharts, Notion Economy Bible, Bluehost & WordPress knowledge repositories.
32% sustained creator retention across 6-month test cycles, 0% secondary asset hyperinflation, 91% satisfaction rating on reward liquidity.
Need full documentation systems or balance spreadsheets?
Complete economy sheets, Monte Carlo models, and game design document templates available upon request.
Economy Frameworks & Telemetry
Quantitative models, supply-faucet calibration matrices, and live balance architectures engineered for long-term player retention and ecosystem stability.
Prevented hyper-inflation across 1.2M simulated trading transactions, dampening extreme price swings by 38% under high-concurrency stress tests.
Maintained purchasing power stability for Day 90+ cohorts without dampening early-game player progression or retention milestones.
Cut balance adjustment iteration cycles from 6 weeks down to 8 days through automated anomaly detection dashboards.
Mathematical Robustness
Every resource sink is simulated against extreme player wallet cohorts before client deployment.
Agent-Based Stress Testing
Automated bot simulations model 100,000+ session hours to surface edge-case arbitrage loops.
Intrinsic Mastery Alignment
Monetization and progression architectures respect autonomy and reward genuine game mastery.