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Braeden K.
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Braeden K.

Data Engineering & Reconciliation | Complex Records to Clean Data

Every number traces to a source, and every pipeline tells you when it's wrong. I specialize in messy data reconciliation, complex document extraction, and production Python pipelines where dropping a single row is not an option. Whether you have legacy mainframe PDFs, conflicting multi-platform exports, or thousands of unstructured records, I turn fragmented sources into clean, verifiable deliverables. What I build: • Complex Data Extraction: 9,915-page legacy mainframe PDFs, scanned tables via OCR, and rate-limited web sources parsed into structured schemas with 100% row accounting. • Records Reconciliation & Deduplication: Combining overlapping exports (WhatsApp, email archives, CRM/ERP dumps) into clean, chronological, audit-ready databases. • Financial Models & Budget Workbooks: Cost and billing-rate models built in Excel — overhead pools reconciled across GL accounts, labor allocated per person, every output traceable to the input that drives it. • Defensive Pipelines & Automation: Unattended daily scrapers and ETL jobs built with automated validation rails, checksums, and loud failure alerts—never silent errors. • Database Migrations: Microsoft Access front ends over SQL Server, including guarded column-type migrations that refuse to run against the wrong database and roll back if verification fails. • Clean Reports & Dashboards: Turning raw CSV/Excel dumps into interactive HTML dashboards or automated client-facing charts. Recent Track Record: • Multi-Source Forensic Reconstruction ($900 Upwork project): Reconstructed 7,600+ fragmented communications across 7 platforms into a single searchable, blind-review interface (5.0 ★). • Invoice Backup Automation (ongoing client): Five invoices, 383 assembled pages, 155 labor rows and 162 expense lines matched to source documents — signed-timesheet ingestion, scanned-receipt OCR, purchase-and-return credits, and mid-cycle invoice revisions. Every placed page traces to a source file and hash. • Commercial Billing-Rate Model (ongoing client): 244 formulas, zero errors. Overhead pool reconciled across 40+ GL accounts, billable and non-billable hours allocated per employee, cash recovery separated from operating profit. • Public Records Intelligence Engine (GAScout): Parsed 409,142 county tax records from a 9,915-page fixed-width PDF with zero dropped rows. • Live Market Observatory: 9,055 storage facilities across 7 national brands, collected daily for 57 consecutive days — 128,354 advertised units tracked, unattended, with run-level reconciliation. Collection methodology and findings published publicly. • Published, graded forecasts: Three predictions committed to a public git repo before a quarter closed, with falsification rules written in advance, then graded in public against the company's own 10-Q. One hit, one missed. The miss was published with its arithmetic. Fixed price or hourly. Send me a sample of the raw input and what you need out of it—I'll tell you honestly what's straightforward, what's tricky, and give you an exact price and timeline.

🇺🇸Overland Park, United States$55/hr100% JSS5.00 (3)Since Jul 2026

Earnings and projects

MRR
$1.7k

Last 6 months ÷ 3.4 months active (since Jul 2026)

World#27,209 / 412k
🇺🇸Country#5,583 / 62.1k
Revenue, last 30 days
$3.9k

Last 6 months: $5.8k

World#8,418 / 412k
🇺🇸Country#2,418 / 62.1k
Total earnings
$5.8k

Billed in all: $6k

World#241,490 / 412k
🇺🇸Country#38,094 / 62.1k
Per project
$974

$963 in the last 6 months

World#125,991 / 412k
🇺🇸Country#21,461 / 62.1k
Projects, last 6 months
6
83% fixed17% hourly
World#34,407 / 412k
🇺🇸Country#4,906 / 62.1k
Projects in all
6
83% fixed17% hourly
World#250,292 / 412k
🇺🇸Country#35,789 / 62.1k

Earnings, last 30 days

$6k+$3.9k earned in the last 30 daysBilled in all, before Upwork's fee · drag across the chart to see what was earned in any stretch
$2k$4k$6k$8kOct 9Oct 24Nov 8

Skill rankings: #1 in 1 skill of 20

Rarest: top 4% in Data Mining, of 9,150. Ranked by MRR among everyone on Upwork with the skill.

  1. 1Web Crawler Framework12 freelancers · 🇺🇸 #1Top 8%
  2. #8Data Transformation102 freelancers · 🇺🇸 #2Top 8%
  3. #20Data Quality Assessment259 freelancers · 🇺🇸 #4Top 8%
  4. #26Spreadsheet Automation347 freelancers · 🇺🇸 #5Top 7%
  5. #79Data Processing1,172 freelancers · 🇺🇸 #13Top 7%
  6. #168Data Migration1,443 freelancers · 🇺🇸 #42Top 12%
  7. #174ETL1,556 freelancers · 🇺🇸 #41Top 11%
  8. #194ETL Pipeline1,397 freelancers · 🇺🇸 #50Top 14%