I build the data systems your business runs on.
18 months embedded at CSL Capital building their deal scoring and portfolio dashboard. Before that, KIN Home's BigQuery warehouse and daily ops reporting.
Three ways to start
Book the call that matches the work. I'll ask what's breaking, who owns it, and what needs to be true for the build to pay for itself.
Data Clarity Diagnostic
Map what you have. Find what's worth building next.
- Workflow map of your current data operations
- Data source inventory with quality assessment
- Top 3 highest-impact opportunities ranked
- Recommended build scope and timeline
Decision System Sprint
Ship one data tool into production.
- One production-ready dashboard, automation, scoring model, or AI workflow
- Integrated with your existing systems
- Demo every Friday, deployed at the end
- Handoff docs included
60-90 Day Embedded Build
Build a piece of operating infrastructure your team runs on.
- Production-grade pipeline, app, dashboard, or intelligence system
- I embed in your domain and learn how work actually flows
- Handoff docs, runbook, and team training
- Optional retainer for ongoing iteration
What clients walked away with
Behavioral health workflows
Staff running the same manual workflows 15 minutes at a time, plus a monthly process that consumed a full hour to harden.
Mapped and automated three core workflows into repeatable, fast routines.
Daily processes: 15 min to under 5 min. Monthly hardening: 1 hr to 20 min. Staff recaptured hours every week for client care.
Solar installer forecasting
No visibility into future installation completions. Sales and ops working from different numbers.
Built forecasting system with user-controllable conversion rates, seasonality, and growth factors connected to live pipeline data.
6-month forward visibility per installer. First accurate forecast in company history.
MCA loan analytics
Manual reconciliation across 840 API calls per pipeline run. No risk scoring. Reports took 30 minutes to assemble.
Automated grading system with ROI scoring, correlation analysis, and reconciliation layer across HubSpot and QuickBooks.
840 API calls reduced to 6. Reports: 30 min to 26 sec. Risk team reviews flags, not raw data.
Unified operations dashboard
Data scattered across CRM, accounting, and ops systems. No single view of the business.
Single data layer connecting QuickBooks, HubSpot, and custom APIs.
One source of truth. Leadership sees the full picture every morning without manual assembly.
60 – 90 days, start to ship
Embed
First week: I sit with your operators and learn how work actually flows.
Map
Diagram the systems, the data, the stuck places. Pick one painful thing to fix first.
Ship
Weeks 2–8: build, test, and deploy. Demo every Friday. No ceremony.
Hand off
Docs, runbook, and training. Your team owns it when I leave.
Stay close
Optional retainer for iteration. Most clients keep one.
Built and maintained by Nektar
Explore them now.
DroughtWatch
Real-time NCAA basketball scoring drought analytics. Tracks 350+ teams, surfaces drought-influenced games, predicts drought risk — with a live March Madness tracker.
OC Tendencies
Play-calling tendency profiles for Big 12 offensive coordinators. 111K+ plays analyzed across 23 coaches — run/pass splits, EPA, red zone, 3rd down, game-script patterns.
Rival Alerts
Multi-sport rival-loss email alerts. When your rival loses, the roast is already written and in your inbox — CFB and MLB coverage with auto-generated commentary.
Pickleball Strategy Lab
Interactive shot-strategy dashboard built in an afternoon. 304K shots classified by Gemini Vision, indexed in BigQuery, surfaced as live tendency charts across skill tiers.

One operator. Four domains. Ten years of shipping.
I'm David Hyde. Senior data scientist turned one-person shop. I've built internal tools across solar, financial services, sports analytics, and ranching — the kind of tools operators actually open before their first meeting.
I don't do decks. I write the pipeline, ship the dashboard, and train your team to own it. When I leave, the tool stays.
Connect on LinkedIn →Tell me what's breaking. I'll help sort the first move.
For when you're between a diagnostic, sprint, or embedded build.