ANALYSIS TOOLS ROAD MAP Measure Phase: X input(s) Process Y - output(s) Qualitative Process Description Tools: Process Flow Chart (VA Vs. NVA) / Process Map (As-Is) Variable Identification (inputs, outputs) Data Collection Plan VOC Analysis / Quality Function Deployment Input/Output: 1Y 1X Variable Types: Continuous - C Data Usage Type: Measurements (units) Discrete - D Counts and Binary Categorical (A) Proportion Multiple Y Nominal Categorical A - sAttribute (A) Descriptive Measurement Tools: Ordinal Categorical Descriptive Statistics
(A) (n, Mean, S, Range, Min, Max) Yield (first time yield, rolled throughput yield) Process Capability (DPM, DPMO, Sigma, Cp, Cpk, Pp, Ppk) Distribution ID (Frequency Table, Histogram, Boxplot) Distribution Fit (Normal, Skewed, Exp, Binomial, Poisson) Measurement System Analysis (Gage R&R, Attribute Study) Multiple X KEY Tasks: dentify output and quantify/ describe current performance. dentify process input and outputs (data collection plan). ssess measurement system capability (data collection ability dentify target level or improvement goal for your metric(s). ANALYSIS TOOLS ROADMAP Analyze Phase (1 Y, 1 X): X input(s) Process Y - output(s) Qualitative Process Analysis Tools: Process Flow Chart (VA Vs. NVA) / Process Map (As-Is) Variable Identification (inputs, outputs) Cause-and-Effect (Fishbone) Diagram Affinity Diagram, Tree Diagram, SIPOC Diagram Failure Mode and Effects Analysis Qualitative Analysis Tools: 1Y or 1X only 1Y (C,D, or A) and 1X (> 2 levels) 1Y (C,D, or A) and 1X (X- time, order) 1Y (C,D, or A) and 1X(A) (2 groups) 1Y (C,D, or A) and 1X(A) (> 2 groups)
Descriptive Measurement Tools Correlation / Simple Regression Stratification Analysis Scatter Plot Multiple Box Plots Pareto Analysis Process Stability/ Control Chart Analysis Run Chart (X-axis: time, order) Reliability Analysis (Y: Survive/ Mean Fail) Comparison Test (t-test) Variance Comparison Test (Ftest) Proportion Tests One-Way ANOVA (Single Factor) 1Y (A only) and Categorical Regression 1X (2 or more groups) ANALYSIS TOOLS ROADMAP Analyze Phase (1 Y, Multiple Xs): X input(s) Process Y - output(s) Qualitative Process Analysis Tools: Process Flow Chart (VA Vs. NVA) / Process Map (As-Is) Variable Identification (inputs, outputs) Cause-and-Effect (Fishbone) Diagram Affinity Diagram, Tree Diagram Failure Mode and Effects Analysis Qualitative Analysis Tools: 1Y and Multiple Regression
Multiples Xs Tolerance Analysis (Xs not correlated) Design of Experiments (DOE)/ ANOVA (General Linear Model) (note: continuous X variables may be treated as attributes (High, Med, Low) 1Y and Stepwise Regression Multiples Xs (Separate Analysis of Xs) (Xs correlated) Multiple Ys for this course, we will treat independently. Advanced Black Belts may use multivariate analysis tools. Multiple Correlated Xs to Multiple Correlated Ys outside scope of course ANALYSIS TOOLS ROADMAP Improve and Control Phase: Improvement Tools: Alternative Solution Evaluation Techniques Poke-yoke Analysis (mistake proofing) Future State Process Map Brainstorming Failure Mode and Effects Analysis Quality Function Deployment Control Tools: Poke-yoke Analysis (mistake proofing) Verifying results (see measure and analysis tools) Process Control Plans Statistical Process Control (SPC) Check Systems Process Standards
Note: The populism database used to construct the figure is based on the Global Elections Database (GED) and the Constituency-Level Elections Archive (CLEA). Rodrik defines populist parties loosely as those which pursue an electoral strategy of emphasizing cleavages between an...
Most of us don't pay much attention to the visual aspect of language anymore, but, for concretists and new media writers, it's vital. "Concrete poetry's most conspicuous feature is its attention to the visual appearance of the text on the...
The Bond Tour. The Iwo Jima Photograph becomes the symbol for the 7th war bond drive . Rene Gagnon is asked to identify the Marines in the photo . Ira Hayes threatens to kill Gagnon if he identifies him, but...
Mecca, Medina and Basra had left Ali in no illusions about what they would do in an emergency. But the citizens of Kufa had sent reinforcements to him at a most critical moment in Ali's career. He could clearly see...
NATS Environmental Targets. NATS PRIVATE. 2008 - NATS is first ANSP to set a specific ATM CO. 2 Target. Reduction of ATM carbon dioxide (CO. 2) by anaverage 10% per flight by 2020(versus 2006 baseline). Equates to 2.49 million tonnesCO....
Try to maximize TLB page locality Solution: borrow a technique from compilers for vector machines: Fuse spatial loops Strip mine into vectors of size vector length (VL) Interchange spatial and velocity loops Can be generalized by varying: The number of...
Cavity QED as a Deterministic Photon Source Gary Howell Feb. 9, 2007 Part I Basics of Cavity QED Simplest system is a 2-level atom interacting with the cavity mode Strong Coupling and Bad Cavity Regimes Part II: 3-level Atoms 3-level...
Download Presentation
Ready to download the document? Go ahead and hit continue!