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STATISTICAL APPLICATIONS
and Quality Systems Consulting Services
David L. Kuhns
Circle Pines, MN e-mail: e4e5@e4e5.net |
Expert consulting services provided in the following areas:
Quality Engineering and Management:
Statistical Process Control, application, implementation and instruction:
· Attribute control charts - p, np, c and u charts, demeritis charts,
· Variables control charts - x-bar, R, s, median, individual, moving range, Cusum, EWMA charts,
· Interaction charts,
· Pareto Analysis,
· Short run charting techniques,
· Pre-control charting techniques,
· Non-normal control charting,
· moving x-bar,
· charts of non-normal distributed data.
Data collection:
· Sampling;
· Simple random sample,
· Completely randomized,
· Blocked,
· Stratified,
· Selective,
· continuous,
· Skip lot sampling,
· Beyesian sampling.
· Single, Double and Multiple sampling plans,
· Sampling for conformance, verification, qualification, and validation ,
· MIL-STD-105 (ANSI/ASQC Z1.4),
· MIL-Std-414 (ANSI/ASQC Z1.9),
· C=0 and other AQL techniques.
· Non-destructive testing,
· Manual and automated data collection systems,
· Guage analysis, gauge repeatability and reproducibility,
· Complete metrology
· traditional equipment,
· non-contact including laser, infrared and sonic,
· CMM, and various visual systems, Paired sampling,
· Tests for randomization and for population representation,.
Design of Experiments:
· Full and fractional factorial,
· Multiple level factorial designs,
· Taguchi and Plackett Berman,
· Orthoganal arrays,
· Latin and Graeco-Latin Squares,
· Central composite designs,
· Randomized block designs,
· Split-Plot designs,
· Mixture designs,
· Nested designs of homogeneous and mixed designs,
· Replications,
· Fractional replication,
· Analysis of residuals,
· Incidence base Cox analysis,
· Prevalence base case studies,
· Analysis of Variance and covariance,
· Model building,
· Surface plots,
· Confounding, blocking and covariance,
· Analysis of bias and effects of blocks,
· Missing and messy data,
· Analysis and identification of outliers.
Statistical analysis:
· Histograms and stem-and-leaf diagrams,
· Variables and attributes hypothesis testing,
· Paired and random population comparisons,
· Confidence limits,
· Normal and non-normal probability plots,
· Operating characteristic curves,
· Conditional probability analysis,
· Queueing theory,
· Time series analysis and statistical forecasting,
· Control charts,
· Interpolation and extrapolation predictive models,
· Normal, Chi-Square, F, Poisson, t distributions,
· Non-normal, binomial, geometric, hypergeometric, order distributions,
· Non-parametric, Wilcoxon rank sum, Mann-Whitney, Beyesian,
· Probability theory and permutations and combinations,
· Linear and non-linear regression,
· Single and multiple regression.
Quality concepts and tools:
· Quality Function Deployment (QFD),
· Total Quality Management (TQM),
· Customer Focused Quality (CFG),
· Deming's quality philosophy and 14 points.
· Team Oriented Problem Solving (8 Discipline),
· Fishbone diagrams, flow diagrams,
· Pert charts,
· Gantt charts,
· Cause and effect analysis,
· Hazard, Failure Mode and Effect Analysis,
· Material Review Board,
· Benchmarking,
· Concepts of continuous improvement, Plan - Do - Check - Act cycle,
· Taguchi Loss Function,
· Cost of Quality analysis and reporting,
Quality Systems Implementation:
· Ford Q1, Q-101
· GM Targets for Excellence,
· ISO-9001,2,3, 14001, QS-9000,
· CE registration,
· FDA Good Manufacturing and Good Lab Practices (GMP and GLP),
· Medical Device Directives (EC-MDD),
· Supplier certification programs,
· Complete documentation systems,
· Engineering change order systems,
· Standard Operating Procedures,
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