by Blackberry &
Industrial Statistics Data Analysis Training
Let´s Start
PIFEI®
Cross®
www.blackberrycross.com
Hi. We are Blackberry&Cross ®
Helping companies to improve and innovate
This presentation is made with the ideal of being able to initiate a dialogue that allows us to show you how we have helped dozens of companies improve their processes, reduce costs, avoid risks and have better tools and professionals. Thank you for giving us the opportunity to explore how to help you.
Omar Mora Fundador de Blackberry&Cross®
2
BBCross ®
About Us
We are experts in Continuous Improvement and Innovation of industrial and business processes
We started our business journey in 2004. We aim to provide companies and professionals with methodologies and tools in order to speed up improvement and innovation; to reach new and better levels of business competitiveness. We specialize in areas such as:
3
Software STEM Training OPEX BBCross® Academy Mentoring Data Analytics BBCross ®
What is PIFEI ® by Blackberry&Cross®
PIFEI ® by Blackberry & Cross® is the Integral Training Program in Industrial Statistics.
It is a Data Analysis Training Program, powered using Minitab® Statistical Software.
It is a program to provide specific skills in statistical tools for the identification, measurement, analysis, improvement and control of industrial and / or transactional processes.
4 BBCross ®
PIFEI® is a program to train your next Industrial Statistics SME´s
Some data about PIFEI 6 200+ We have trained over 200 people in Statistical Data Analysis using PIFEI Modules $ 1 millon+ We have helped with projects and problem solving. In some cases with thousands of US dollars in savings* 3000+ Our “Learning Management System” has hosted more than 3,500 students, professionals, from all over Central America, South America and the USA. (*) This numbers is given from Confidential data of some clients. Approximate amount. BBCross ®
Is PIFEI ® for You?
PIFEI was designed for the professionals, engineers and technicians dealing with variability issues as part of their problem-solving activities. If you work in food processing, medical devices, microbiology, or services, we adapt the content to make it always relevant to your needs and projects.
Then PIFEI is for you
If you are looking for a better understanding about variability, support decision on data and being able to properly select the right tools to explore a situation, then PIFEI is for you.
7
Are you? • Data analyst • Industrial Engineer • Specialists in LEAN Six Sigma • Researcher • Quality professional
BBCross ®
Our Approach
Blackberry & Cross® has worked to help companies improve business processes for more than 15 years, since 2004.
Wespecialize in corporate training that develops managers, creates teams, increases productivity and ultimately generates money.
Our philosophy is simple: we begin by observing and evaluating your specific training requirements. Our instructional and curriculumexperts then design programs to meet those needs. The key to our success? Our designers and developers are also our trainers. They know the material from end-to-end. Once the training program is implemented in the classroom or online, it is they, the designers, who modify and adjust it in response to the commentsand needs of your employees.
8 BBCross ®
Your data: Your Projects
PIFEI has tens of examples and exercises.
However, we always adapt the training to use your data.
Wewill work with your managers, engineers, technicians and any other participant, in order to get access to datasets theparticipants can use and work on real, company-relevant, problems and solutions.
Confidential Agreement
• Wedo not keep copy of your data.
• Your data is yours. Only your employees will use it.
9 BBCross ®
PIFEI benefits
• Some of the benefits and / or deliverables:
• PIFEI is oriented to shape the skills of your next IndustrialStatistics SME (Subject Matter Expert)
• A trained PIFEI SME is a professional able to select the right statistical approach to analyze a specific situation and provide an interpretation.
• Solve problems while you learn: close to 80% of all problems and datasets used in PIFEIare yours. Your problems will be used to develop your own SME´s experience.
• Idea hopper: during PIFEIyour SME´s will brainstorm ideas. They will create a repository of those ideas and together as team, you can prioritize how to implementsome of those ideas.
• You will get the most out of tools such as Minitab Statistical Software and/or EngineRoom
10 BBCross ®
PIFEI Deliverables
• Let´s summarizesome basic deliverables you and your team will get:
• Your own Industrial Statistics Guide for S.A:I:Selection, Analysis and Interpretation, based on our PIFEI Guide.
• Pre-solved cases usingyour own data: we will list all cases used and will summarize them for your review.
• Idea hopper or Idea Wiki: a repository with potential ideas to improve or innovate in your data analysis projects, protocols and day-to-day tasks.
11 BBCross ®
Some of Our clients
We have helped dozens of companies, and it is gratifying to consider the positive impact we have helped to create in their processes, in their professionals.
All brands, emblems, logos or similar are the property of their respective owners.
12 BBCross ®
PIFEI Modules
PIFEI
- Data Analysis and Data Visualization
- Variable relationships: Regression
- Statistical process control and
- ANOVA and
Design of
Each module of
13
has five (5) modules
Capability
Gage R/R -
Experiments
20 hours. BBCross ®
Module 1: Data Visualization and Data Analysis
Contents
Understanding Variability
Data Visualization
Type of data
Measuring Scales
Basic descriptive and inferential statistics as a basis for measurement and variability analysis:
Measures of central tendency
Measures of dispersion
Types of statistical error
Descriptive graphic statistics: Interpretation of:
Histograms
Box Plot
Individual Value Plot
Run Chart (randomness)
Concept: “OFAT”: one factor at a time experimentation
Statistics
rate tests
14
BBCross ® Goodness of fit Parametric hypothesis tests 1t 2t t paired Basic non-parametric: Wilcoxon test Mann-Whitney test Sample size hypothesis tests Inferential
Proportions 1p, 2p tests Poisson
Module 2: Regression, Scatter Plots and Correlation
Contents
Variable relationships
Scatter plots
Matrix diagrams
Marginal plots
Bubble plot
Contour plots
3D graphics: Surface Plot, Contour Plot
Correlation (Pearson, Rho)
Simple linear regression
Simple quadratic regression
Simple cubic regression
Multiple regression
Stepwise regression
Multicollinearity tests (Durbin Watson)
Autocorrelation tests
15
BBCross ®
Module 3: Statistical Process Control and Capability
Contents
Statistical process control
Identification of control variables
Control charts for variables:
Attribute control charts
Laney
de Laney
Process Capacity Analysis (variables)
Cp,
Confidence intervals (Pp,
Process Capability Analysis (attributes)
Binary data
data
Process Capability Analysis (non
16
X-bar / R X-bar / S IM-R
p np or c u ´ de
p ´
Cpk, Pp, Ppk
Cp)
Counting
parametric) BBCross ®
Module 4: ANOVA and Gage R&R
Contents
Analysis of variance (ANOVA) as a case of the general linear model (GLM)
ANOVA one-way (single factor, multiple levels)
ANOVA 2-way (GLM, two factors, multiple levels per factor)
Residuals tests for ANOVA
Introduction to MSA: Gage R & R as variant ANOVA 2-way R&R crossed (non-destructive)
R&R nested (destructive)
Run chart for R&R
ANOM
17
BBCross ®
Module 5: Design of Experiments
Contents
Introductionto experimental design
Design of Experiments: full factorial experiments
Design of Experiments: fractional factorial experiments
SampleSize in a Factorial DOE
Replicates and Repetitions in a factorial design
Analysis of a factorial design (accuracy and variability)
Steps for a correct execution of a DOE Factorial
18
BBCross ®
Some basic info
• PIFEI can be delivered in-house, at your facility, as an instructorlead program or at BBCross facilities
• You can also use our online-real-timetraining, instructor-led.
• The minimumnumber of participants:5 people
• The maximum number of participants:15 people.
• PIFEI includes printed and/or digital manuals per module, for each participant.
• Participantswill get access to the BBCross Learning Center (Virtual Campus)where they can accesscomplementaryresources such as videos, reading, exams, and more.
• Certificate of achievement per module for each participant.
• Every participant should have accessto Minitab 18 or Minitab 19. This training program does not include software licensing.
Next Steps
• Please, let us know is you need a formal proposal.
• Wewill contact you in order to define:
• Number of participants
• Preferred date for kick-off
• Training Schedule
• Approved-Vendor-List procedures
• Payment Options and Credit Terms
• Among other commercialdetails.
Blackberry&Cross ® Contact us (506) 2527-5121 ventas@blackberrycross.com www.blackberrycross.com (506) 8828-8798 www.facebook.com/blackberrycross www.instagram.com/blackberrycross www.twitter.com/bcross