Organized by In partnership with
DATA
CERTIFIED
DATA ANALYSIS
ANALYSIS C-DA
PROFESSIONAL
Framework
v 1.0 2023
Providing the necessary analysis tools for
obtaining operational excellence
KUALA LUMPUR
2023 EDITIONS:
> 23 - 25 OCTOBER
The KPI Institute is an Accredited Provider of the CPD Standards Office, a
Continuing Professional Development global assessor.
Key business benefits:
ǽ Achieve processes clarity and strategy optimization by implementing data analysis frameworks;
ǽ Optimize the performance reporting processes by closing the gaps found in the data analysis tools;
ǽ Attain superior results by implementing data analysis procedures.
The team at The KPI Institute: Recover up to 100% of costs
ǽ Documented 21,000+ KPIs from 16 functional areas
and 25 industries; The Human Resources Development Fund (HRDF)
ǽ Reviewed 1,000+ performance reports from 125 starts the up-skilling of Malaysian workforce by
countries; allowing employers to receive financial assistance
ǽ Referenced 30,000+ resources as part of the up to 100% to cover the training cost incurred, at
documentation process. both regional and international level. For terms and
conditions please refer to page 7.
kpiinstitute.org AU: +61 3 9028 2223 | UAE: +971 55 787 6427 | MY: +60 12-5911366 | RO: +40 747 060 997
Certified Data Analysis Professional · Kuala Lumpur
Course overview
The Certified Data Analysis Professional is a first level, hands-on training course aimed at equipping you with the
necessary concepts and tools needed to perform basic statistical and analytics reporting activities, in order to generate
value out of the existing data. The course will provide you with the knowledge required for understanding distinct
methods used in the interpretation of statistical data. Also, by attending this certification program, you will be able to
understand the basic methodology used in statistical interpretation of quantitative data and become proficient in using
key Microsoft Excel features, histograms and Pareto Charts.
Participants’ profile Benefits
ǽ Obtaining the most relevant data, by setting up a
ǽ The course is designed for anyone who has basic
customized data analysis process;
mathematical training and basic competences in using
ǽ Understanding the data analysis process, its
Microsoft Excel. Statistical knowledge, intermediate
methodology, and logical framework;
or advanced knowledge of Excel, practical experience
ǽ Obtaining the necessary knowledge to analyze
with data analysis and related duties are not necessary
complex data and to interpret results;
but may contribute to a better understanding and more
ǽ Improving the organization’s decision-making
in-depth coverage of the course content. Diversity process, by gaining knowledge on data analysis
of participants’ background may help in a thorough and interpretation;
coverage of the entire syllabus. ǽ Receiving the management team’s buy-in, by
sharing with them the utility of implementing a
customized data analysis methodology in daily
ǽ The course is addressed to managers, Human Resources business activities.
Representatives, analysts, auditors or logistics and ǽ Obtain 40 CPD credits to include in your CPD
acquisitions experts, as well as to professionals from records for your professional body, institute,
other business areas, who deal with data and analysis on regulator or employer.
daily basis.
Learning objectives
ǽ The course may also be a starting point for those ǽ Developing a hands-on, practical overview of data
interested in pursuing career opportunities in data analysis and connected topics;
analysis, data modelling and related activities (e.g. ǽ Integrating statistical concepts and analysis tools that
campaign management, data mining, statistics, risk are widely used in corporate analytics environments;
management, reporting, data processing for survey ǽ Analyzing examples of practical applications for statistical
analysis etc.). methods, used in solving real-life business issues;
ǽ Acquiring mastery of Microsoft Excel Data Analysis
features, by learning to use statistical techniques through
practical examples.
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Certified Data Analysis Professional · Kuala Lumpur
Agenda
Day 1 Day 2 Day 3
Course context Hypothesis Testing Multiple Regression Analysis
ǽ Introduction of the participants ǽ Hypothesis Testing Procedure ǽ Multiple Coefficient of
ǽ Expectations setting ǽ Type I and Type II Errors Determination
ǽ Learning objectives formulation ǽ Level of Significance and p-Value ǽ Multicollinearity
ǽ Course agenda presentation ǽ Different Types of Hypothesis ǽ Variance Inflation Factor
Testing
Business Understanding Time Series
Z-Test and T-Test ǽ Trend Component
ǽ Definition of Data Analysis
ǽ Types of Data Analysis ǽ One Sample Analysis ǽ Cyclical Component
ǽ Data Analysis Process ǽ Two Independent Samples Analysis ǽ Seasonal Component
ǽ Data Analysis Governance ǽ Two Dependent Samples Analysis ǽ Irregular component
ǽ Data Analysis in Business ǽ Moving Average
capabilities Analysis of Variance
ǽ F-Distribution Review and Q&A
Data Preparation ǽ ANOVA Test procedure ǽ Course review
ǽ Types of Data Sets ǽ Three or more Independent ǽ Q&A
ǽ Data Quality Samples Analysis
ǽ Data Cleaning Certification Exam
ǽ Data Aggregating
Chi-Square Tests
ǽ Chi-Square Distribution
Data Exploration ǽ Goodness of fit Test
ǽ Test of Independence
ǽ Frequency Tables
ǽ Qualitative Charts Linear Regression Analysis
ǽ Quantitative Charts ǽ Least Square Method
ǽ Structure Charts ǽ Coefficient of Determination and
Correlation
Descriptive Statistics ǽ Standardization; Homogeneity
ǽ Univariate Analysis
ǽ Bivariate Analysis
Sampling
ǽ Population and Sample
ǽ Sampling Techniques
ǽ Sampling Determinations
Estimation of Population
ǽ Inferential Statistics Types
ǽ Sources of Estimation Errors
ǽ Central Limit Theorem
ǽ Normal Distribution and
T-Distribution
ǽ Population Interval Estimation
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Certified Data Analysis Professional · Kuala Lumpur
Learning experience
Pre-course
This part of the learning experience is meant to ensure a smooth transition to the face to face training.
Participants are required to take the following steps:
ǽ Needs assessment – complete a questionnaire to determine a tailored and relevant learning experience;
ǽ Pre-course evaluation quiz – take a short quiz to establish your current level of knowledge;
ǽ Guidance and schedule – analyze a document presenting guidelines on how to maximize your learning experience;
ǽ Forum introduction – share an introduction message to present yourself to the other course participants;
ǽ Expectations – share your expectations regarding the training course;
ǽ Pre-requisite reading – go through a series of documents to better understand the core course content.
Core course
The Certified Data Analysis Professional training course provides an interactive practice-based learning
environment in which participants focus on:
ǽ Establishing customized models for data analysis based on your organization’s requirements;
ǽ Gaining knowledge on basic (and advanced) data analysis concepts and statistical instruments;
ǽ Applying the knowledge gained in practical exercises, aimed at strengthening the learning process.
After-course
The learning process is not finalized when the core course ends. In order to benefit from a complete
learning experience, participants are also required to take the following steps:
ǽ Forum discussions – initiate a discussion on the forum and contribute in a discussion opened by another participant;
ǽ Action plan – create a plan for the actions and initiatives you intend to implement after the training course;
ǽ In-house presentation – create and submit a short PowerPoint presentation to share the knowledge
acquired within the training course with your colleagues;
ǽ Additional reading - go through a series of resources to expand your content related knowledge;
ǽ Learning journal: reflect upon your 3 stages learning experience and complete a journal.
Evaluation
The certification process is finalized only when you complete all 3 stages of the learning experience. Nonetheless,
you will receive a:
ǽ Certificate of Completion (soft copy): after completing pre-course activities and passing the Certification Exam;
ǽ Certificate of Attendance (hard copy): after participating in the 3 days on-site training course;
ǽ Certified Data Analysis Professional Diploma (hard copy): after you have successfully completed all 3 stages
of the learning experience.
ǽ CPD Certificate of Attendance (soft copy): once you have successfully obtained the Professional status.
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Certified Data Analysis Professional · Kuala Lumpur
Educational resources
MICRO-CERTIFICATE IN PERFORMANCE
MEASUREMENT MATURITY ASSESSMENT
This micro-certification course is an additional benefit provided to all participants to upskill
professionals in assessing Performance Measurement Frameworks in organizations. The maturity
assessment methodology presented during the course is the proprietary knowledge of The KPI
Institute and Global Performance Audit Unit, built on 10+ years of research and practical experience
in strategy formulation. Moreover, upon course completion participants can request access to one-
time, free of charge, the entire evaluation methodology on the GPA Unit online platform.
Professionals will gain practical experience in identifying the strengths and weaknesses of
organizational practices and formulating improvement recommendations in 6 key areas:
ǽ KPI Selection ǽ Data Gathering
ǽ KPI Documentation ǽ Data Visualization
ǽ Target Setting ǽ KPI Governance
OTHER RELATED MICRO-CERTIFICATES
Micro-certificate Micro-certificate Micro-certificate
in Strategy Planning in Performance Improvement in Employee Performance
Maturity Assessment Maturity Assessment Maturity Assessment
NOTE: These three micro-certificates are not offered as part of the Certified Data Analysis
Professional Program, they can be purchased separately. For more information, CLICK HERE
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Certified Data Analysis Professional · Kuala Lumpur
Faculty
Codruta Mare Fadi Al-Jafari
Data Analytics Consultant Management Consultant
Expertise: Data Analysis and Expertise: Data Analysis, Data
Statistics Visualization, Strategy Planning
& Execution, Performance
Measurement and Management, and
Performance Management System
Audit
Educational resources
Course materials Catalogues
ǽ Course slides; ǽ Dashboards;
ǽ Course notes; ǽ Scorecards.
ǽ Course quiz.
Webinars
Videos ǽ Free access to all Performance Management webinars
ǽ 11 Videos dedicated to Performance Management. series from 2014 to 2016.
Premium subscription on smartKPIs.com
ǽ Available for 6 months, providing access to 500 fully documented KPIs and over 20,000 KPIs enlisted
and one research report from the Top 25 KPIs series.
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Certified Data Analysis Professional · Kuala Lumpur
Fees
Course with certification
Course General TKI Early 3 or more Registration
date fee members bird participants deadline
23 - 25 OCTOBER US $1,090 US $990 16 OCT
US $1,290 US $1,190
by 26 SEPT
The course fees include course materials, lunch and coffee breaks. It also covers the cost of the certification process.
Venue Accommodation
Grand Millennium Hotel Accommodation is not covered by the attendance fee
160 Jalan Bukit Bintang, and it needs to be arranged separately by participants.
55100, Kuala Lumpur We invite you to contact the event manager to enquire
Malaysia about special rates from the venue.
Organize this training For more details
course in-house The KPI Institute Marketplace
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can save time and money by running this training
office@kpiinstitute.org
course in-house. Use the contact details provided
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our training solution specialists. Linkedin Facebook Twitter
Human Resource Development Corporation (HRD Corp)
Info
The HRD Corp starts the up-skilling of Malaysian workforce by allowing employers to receive financial assistance up to 100%
to cover the training cost incurred, at both regional and international level.The increasing number of requests for performance
improvement projects within your region has upgraded our services offering, bringing you the opportunity to acquire both
the theoretical knowledge and practical skills for working with KPIs, now available to you through the HRD Corp program!
You can claim from the HRD Corp the following:
Course fees
Daily allowance: should cover participants’ meals, land transportation & accommodation
Airfare (If applicable)
Click here for more info
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Certified Data Analysis Professional · Kuala Lumpur
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