Process Improvement and Data Analytics: Why it matters? by Korina Mercado
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FIRST, WHY DO YOU NEED DATA? SECOND, YOU’LL START GATHERING DATA. THIRD, WOW! THIS IS HUGE DATA. FOURTH, NOW WHAT? THIS SESSION DISCUSSES WHY ANALYTICS IS IMPORTANT AS IT UNCOVERS HIDDEN PATTERNS, UNKNOWN CORRELATIONS, MARKET TRENDS, CUSTOMER PREFERENCES AND OTHER USEFUL INFORMATION. IT IS USEFUL TO ORGANIZATIONS IN MAKING EFFICIENT PI PROJECTS TO PROVIDE WELL-INFORMED BUSINESS DECISION. THE ANSWER IS HIDING IN YOUR DATA SETS, YOU SHOULD START YOUR ANALYTICS JOURNEY!
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Process Improvement and Data Analytics: Why it matters? by Korina Mercado
- 5. Source of Data: IIA Milwaukee Chapter Data Analytics Forum Survey Results
- 6. No 32% Unsure 9% Yes 59% Source of Data: IIA Milwaukee Chapter Data Analytics Forum Survey Results
- 7. Somewhere inbetween 67% Novice 28% Advanced 5% Source of Data: IIA Milwaukee Chapter Data Analytics Forum Survey Results
- 9. Source of Data: IIA Milwaukee Chapter Data Analytics Forum Survey Results Source of Data: IIA Milwaukee Chapter Data Analytics Forum Survey Results
- 10. *Practical Steps in Building Analytical Maturity
- 22. LEAN Reduces waste by streamlining processes SIX SIGMA Reduces defects by effectively solving problems The LEAN Concept accelerates SIX SIGMA Solving problems and improving processes is faster and more efficient
- 23. Time and Motion Study GEMBA CPM Simulation Data Analytics Lean Six Sigma Tools 7 Basic Quality Tools Optimization Tools Other Industrial Engineering Tools
- 27. Source: AIRBUS
- 31. 12110997857361493725131 35088:50:00 35088:40:00 35088:30:00 35088:20:00 35088:10:00 35088:00:00 Sample SampleMean __ X=35088:22:18 LCL=35087:58:35 UCL=35088:46:01 1 Xbar Chart of Passenger Boarding 35088:2835088:24:0035088:20:0035088:16:0035088:12:0035088:08:0035088:04:00088:00:00 1462.00 1462.02 4.09 0.003 Min Max G P Grubbs'Test Time Outlier Plot of Passenger Boarding
- 32. 0 10 20 30 40 50 60 70 80 0 50 100 150 200 250 Passengers Boarded Boarding Time The graph above shows in detail the Standard Deviation of 8.113 in the passenger boarding activity. It showcase the inconsistency of the boarding time VS the no. of passengers boarding the aircraft. What are the non-conformities? Fastest boarding process = 14 minutes Slowest boarding process = 48 minutes start of maximum load factor = 190 A321 A/C Total Passenger Load = 199