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Stefan R.
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Stefan R.

OTA & Airline Pricing Data Analyst | Validation, QA & Python Pipelines

I find the pricing and logic errors that quietly cost travel companies revenue — before they reach customers or decision systems. As the sole data-validation analyst on a travel loyalty-optimisation platform, I've independently QA'd a loyalty-and-pricing engine with 100,000+ rules, validate hundreds of fares daily, and build the calculation models that confirm an app's output matches real-world earning and pricing behaviour. WHO I HELP Travel-tech teams, loyalty platforms, OTAs and airline-programme tools that depend on large, fast-moving pricing and earning data they need to trust. WHAT I DO - Competitor price monitoring across multiple travel sites - Fare and award anomaly detection (Deal / Flash Deal / Phantom Fare classification) - Independent calculation models that verify airline status, earning and pricing logic - Large-dataset verification, QA workflows and continuous data-consistency testing - Python data pipelines: API ingestion → PostgreSQL → analytics → dashboard HOW I BUILD IT I design end-to-end pipelines that pull live fares from the Amadeus and Duffel APIs, store append-only price observations in PostgreSQL, classify deals against rolling baselines, and gate every alert through a QA verification step before export. The result: clean, trustworthy data instead of false signals. TOOLS Python (pandas, SQLAlchemy, pipelines, automation) · PostgreSQL · SQL · Google Sheets · Excel · Amadeus & Duffel APIs · Streamlit · Docker · ETL A recent client put it simply: "Stefan helped us set up and test our complex logic system with over 100,000 rules — no small task." If you have pricing or loyalty data you can't fully trust, tell me what's breaking and I'll tell you how I'd validate it.

🇷🇸Belgrade, Serbia$25/hr100% JSS4.86 (4)Since Jun 2023
MRR
$2,029
🌍#22.0K/363K
🇷🇸#214/3,570
Recent Earnings
$12,175
🌍#22.0K/363K
🇷🇸#214/3,570
Total Earnings
$114K
🌍#31.3K/363K
🇷🇸#442/3,570
Avg. Per Project
$12,671
🌍#10.9K/363K
🇷🇸#129/3,570
Recent Projects
4
1f3h
🌍#193K/363K
🇷🇸#2,251/3,570
Total Projects
9
4f6h
🌍#193K/363K
🇷🇸#2,251/3,570
MRR Performance Over Time
$50k$25k$0
6 mo ago3 mo agoNow
Coming SoonGathering historical data
World Skill Rankings
of 113
#10
Price OptimizationTop 8%
#19Data Interpretation
#61pandas
#65Google Sheets Automation
#78Competitive Analysis
#118Data Modeling
#132Data Cleaning
#144ETL
#194Web Scraping
#231Data Extraction
#281Quality Assurance
#327Data Scraping
#394Data Visualization
#819Data Analysis
#1,020SQL
#1,070Automation
#1,122PostgreSQL
#1,632API Integration
#2,425Python
🇷🇸Serbia Skill Rankings
of 2
#1
Price OptimizationTop <0.01%
#1Data Modeling
#1Data Interpretation
#2Data Cleaning
#2pandas
#3Quality Assurance
#3ETL
#3Competitive Analysis
#3Google Sheets Automation
#3Data Extraction
#4Web Scraping
#5Data Visualization
#6Data Scraping
#8Automation
#9API Integration
#11Data Analysis
#13PostgreSQL
#18SQL
#25Python
Stefan R. — Top 6% in Serbia | UpworkMRR