The demand for data and analytics skills continues to grow as organizations increasingly rely on evidence-based decision-making. According to the World Economic Forum’s Future of Jobs Report 2025, technological transformation is expected to create 170 million new jobs globally by 2030, while analytical thinking remains one of the most important skills employers seek across industries. The report also highlights the growing importance of data and AI-related competencies in the evolving workforce.

Against this backdrop, many professionals are exploring certifications that can help them strengthen their analytical capabilities and remain competitive in a rapidly changing job market.

The search for the best data analytics certification often leads to one important question: which programs provide skills that can be applied in real business situations?

The KPI Institute’s Certified Data Analysis Professional and Practitioner certification is one example of a program that combines statistical concepts with practical application.

Why Data Analytics Certifications Matter

Data is no longer limited to specialist departments. Today, professionals across operations, finance, strategy, human resources, marketing, and performance management are expected to interpret information, identify trends, and support decision-making using data.

As a result, employers increasingly value professionals who can:

• Analyze data accurately
• Translate findings into business insights
• Support strategic and operational decisions
• Communicate analytical results effectively
• Solve problems using evidence rather than assumptions

A well-designed certification can help bridge the gap between technical knowledge and practical business application.

What Should You Look for in a Data Analytics Certification?

Not all certifications are built the same. While some focus heavily on software tools or statistical theory, others emphasize the application of analytics within real organizational contexts.

When evaluating a certification, consider whether it develops the following areas:

Business Understanding

Before data can generate value, professionals must understand the business problem they are trying to solve.

Strong programs typically cover:

• The role of data analysis in organizations
• Business problem framing
• Data analysis processes
• Decision-making frameworks

Statistical Foundations

Statistics remains a critical component of effective analysis.

Professionals should be familiar with:

• Data collection methods
• Sampling techniques
• Hypothesis testing
• Data interpretation
• Statistical reasoning

Data Preparation and Organization

Analysts often spend significant time preparing and validating data before any analysis begins.

Understanding how to structure, clean, and organize information is essential for generating reliable insights.

Practical Application

Perhaps the most important consideration is whether participants have opportunities to apply what they learn.

Employers generally place greater value on professionals who can demonstrate analytical capabilities in realistic business situations rather than simply completing theoretical coursework.

A Closer Look at The KPI Institute’s Certified Data Analysis Professional and Practitioner

The KPI Institute’s certification program is structured around both knowledge acquisition and practical application.

The learning experience consists of:

• Pre-course activities
• Three days of core-course learning
• Post-course assignments and assessments

The program is designed to help participants develop competencies across the full data analysis cycle, from understanding business needs and collecting data to interpreting results and presenting findings.

Key Skills Developed

Participants learn how to:

• Define the role of data analysis in business
• Apply statistical techniques for decision-making
• Structure and prepare data for analysis
• Solve business problems using advanced Excel techniques
• Interpret analytical findings
• Present data-driven insights effectively

Core Learning Areas

The curriculum includes topics such as:

Business Understanding

• What is data analysis?
• Types of data analysis
• Data analysis in business
• Data analysis processes

Data Collection

• Types of data
• Data sources
• Sampling methods

Data Analytics Foundations

• Organizational context understanding
• Problem framing
• Data cleaning
• Data preparation

Statistical Techniques

• One-sample hypothesis testing
• Two-sample hypothesis testing
• Statistical analysis methods
• Business-focused interpretation of results

Benefits Beyond Technical Knowledge

One characteristic that professionals often seek in a certification is the opportunity to demonstrate practical competence.

The Practitioner component of the program focuses on the application of analytical methods in business environments, encouraging participants to adapt concepts and techniques to real organizational challenges.

Additional benefits include:

• Recognition of practitioner-level expertise
• Development of a professional portfolio
• Feedback from assessors on analytical approaches and processes
• Exposure to practical business scenarios
• Enhanced confidence in data-driven decision-making

Who Can Benefit from This Certification?

The program may be relevant for:

• Data analysts
• Business analysts
• Performance management professionals
• Consultants
• Operations specialists
• Team leaders and managers
• Professionals transitioning into analytics-focused roles

It can also benefit individuals who regularly work with data and want a more structured understanding of statistical methods and business analytics practices.

Choosing the Right Certification

The best data analytics certification ultimately depends on your professional goals. Some individuals may prioritize technical specialization, while others may be looking for a broader understanding of how data supports business performance and decision-making.

For professionals seeking a balance between statistical knowledge, practical application, and business relevance, The KPI Institute’s Certified Data Analysis Professional and Practitioner certification offers a structured approach to developing analytical skills that can be applied across a range of organizational contexts.

___________________________________________________________________________________

The KPI Institute is a global leader in business performance research and solutions, specializing in practice domains including strategy, key performance indicators (KPIs), employee performance, customer service, and innovation management. For over 20 years, The KPI Institute has established international standards and best practices for KPIs across both private and public sectors.

What We Offer:

• Certifications & Training: Practical programs delivered worldwide—live online, offsite, and customized—spanning 6 continents and 7 offices in Australia, Southeast Asia, Europe, and the Middle East.
• Knowledge Platforms: Access to www.smartKPIs.com, the world’s largest documented database of KPIs, with over 21,600 examples published and 148,000+ members in our online communities.
• Publications: Over 460 publications, including books, research papers, and practical guides, providing insights to enhance organizational performance.
• Advisory & Implementation Support: Expert guidance to apply insights in practice for measurable impact.

Our Reach and Impact:

• 81,000+ companies registered on our platforms
• 2.5 million+ professionals reached through training and knowledge services
• 128 research client countries and 120 global partner organizations

Website: www.kpiinstitute.org.

Email: office@kpiinstitute.org

LinkedIn: The KPI Institute

Organizations collect vast amounts of data, yet many still face a familiar challenge: identifying the right key performance indicators (KPIs) to measure performance and support decision-making. The search for reliable business metrics has fueled interest in KPI databases that provide documented KPIs, KPI examples, and established performance measurement practices.

smartKPIs, developed by The KPI Institute, has reached a new milestone with a database containing 21,772 documented KPIs.

This achievement strengthens its position as the world’s largest KPI database and one of the most extensive KPI libraries available to professionals across industries.

The KPI database includes more than 7,000 premium documented KPIs and covers 16 functional areas and 25 industries. Its collection spans sectors such as finance, healthcare, manufacturing, education, retail, logistics, public administration, sustainability, customer service, human resources, and supply chain management. Users can explore KPI examples and business metrics based on industry, department, or area of expertise.

What sets the platform apart is the breadth of contexts covered within its KPI library. Organizational context KPIs focus on business performance at the industry and functional level. Global context KPIs address topics such as economic development, public health, social progress, environmental performance, and sustainability. Personal context KPIs provide metrics related to productivity, time management, work-life balance, budgeting, and personal well-being.

The platform also serves as a resource for professionals who want to strengthen their understanding of KPI managementand performance measurement. Its learning materials cover topics such as performance management and measurement, KPI formulation and selection, target setting, KPI visualization, analytics, reporting practices, performance management levels, and common KPI pitfalls. These resources help both newcomers and experienced practitioners build stronger measurement frameworks.

Interest in KPI benchmarking and KPI documentation has grown as organizations seek greater consistency in reporting. Different teams often use different definitions for the same metric, which can affect reporting accuracy and make performance comparisons more difficult. Access to documented KPIs gives professionals a common reference point when selecting indicators and developing performance management systems.

The platform’s reach extends beyond its database. More than 75,000 members form a global community focused on KPI management, business metrics, organizational performance, and performance measurement. This network allows professionals to exchange ideas, discuss industry practices, and learn from peers across different sectors.

A comprehensive KPI database can help organizations reduce the time spent searching for relevant indicators and provide access to proven KPI examples. Documented KPIs that include definitions, formulas, data sources, reporting frequencies, and interpretation guidelines can support more informed performance discussions and stronger reporting practices.

Free Preview Subscription and More!

Professionals interested in exploring the platform can begin with the free Preview subscription.

The plan provides access to 100 KPI names, the KPI Dashboard, and the Top 10 KPIs, offering an introduction to the world’s largest KPI database at no cost.

Those who require deeper KPI documentation, premium KPI examples, industry KPI reports, and expanded access to documented KPIs can review the Starter, Standard, and Premium subscription options. These plans provide varying levels of access based on individual and organizational needs. Subscribe to smartKPIs for free and discover how KPI documentation, KPI benchmarking resources, and performance measurement guidance can support better business decisions.

For additional features, premium content, and expanded access to the world’s largest KPI database, visit the platform and explore the subscription plan that best matches your requirements.

Does it feel like technology is making your head spin with all its breakthroughs? As the tech world advances, industries are being equipped with new tools and insights through innovations in IT infrastructure and data analysis. Gartner’s 2025 strategic technology trends highlight the growing importance of energy-efficient computing, hybrid systems, and spatial computing in driving operational efficiency and sustainability. 

With this, companies must be proactive in adapting to the continuous stream of new challenges and opportunities. The KPI Institute (TKI) is dedicated to providing impactful insights and resources that empower organizations to navigate the changing technology landscape. This month, TKI has curated a range of in-depth, research-driven materials aimed at supporting technology professionals in IT, data analysis, and innovation management, along with organizations exploring further investment in technology.

The resources are rooted in timeless principles and have been chosen for their adaptability to current industry demands. Whether you are looking to boost your organization’s IT infrastructure, leverage data analytics for decision-making, or foster innovation, these materials will provide you with the tools to stay competitive in a dynamic business environment.

Performance Magazine Issue No. 22 – The Data Analytics Edition (FREE): This edition highlights the transformative role of data in driving organizational success, growth, and excellence. It covers the impact of AI on performance management, key elements of a robust data strategy, the latest business intelligence trends, and global digital initiatives focused on sustainability and technological advancements.

Articles (FREE): Find practical insights related to navigating technological trends from a variety of articles published on the Performance Magazine website, written by subject matter experts and research analysts.

• Humane Technology: The Future of Employee Performance Management
• Transforming Performance Reporting Through the Power of AI
• The New Wave: How Bank Relationship Managers Embrace Technology to Build Trust
• The Digital Age and Information Disorders: What Makes You Vulnerable?

The Information Technology KPI Dictionary: This dictionary is an educational resource that helps professionals understand key performance indicators (KPIs), their structure, and how to standardize KPI names for consistent use and accurate data collection. It provides a reference collection of relevant KPIs used in the IT sector to support the implementation of effective performance measurement and management systems in the field.

The Online Presence KPI Dictionary: This resource helps professionals learn about KPIs specific to online presence, covering their structure, standardization, and documentation for precise data collection. It features key KPIs to support effective performance measurement and management of digital presence across the web, social media, and other online channels.

Now, here are some webinars that allow you to both watch and learn at the same time:

Innovation Through Benchmarking: This webinar highlights how benchmarking can be a powerful tool for driving innovation and continuous improvement. Participants will discover how to use benchmarking techniques to identify opportunities, enhance performance, and stay competitive in their industry.

Getting Started with Data Analysis: Looking to kickstart your data analysis journey? This webinar will walk you through the foundational steps and tools you need to start making sense of data and turning it into actionable insights.

Organizing Synthesizing and Aggregating Data: Here, you can find effective strategies for managing and consolidating complex data sets. You will gain practical insights on how to streamline data organization and synthesis for better decision-making and enhanced analysis.

Improve your Digital Marketing Performance Through an SEO Website Audit: Curious about improving your website’s SEO? Join this webinar to learn how conducting an SEO audit can fine-tune your digital marketing efforts and improve your performance.

Stay sharp with these tools and keep your organization thriving. The future is yours to shape!

Performance Magazine has reported a remarkable 40% increase in downloads from 2023. Over the last decade, Performance Magazine has established itself as a reliable source for industry know-how, trends, and best practices in strategy, performance management, and data analytics. This milestone not only proves the publication’s long-standing dedication to providing high-quality information, but also demonstrates the growing demand for its insights among professionals worldwide.

In 2023, Performance Magazine rolled out editions centered on the public sector, data analytics, government, and sustainability. As always, the magazine featured industry leaders and top executives from major organizations, such as Eelco van der Enden of the Global Reporting Initiative and Madhur Mayank Sharma, Head of SAP’s AI Services & Accelerator team.

This year, Performance Magazine gave its readers back-to-back releases: the Employee Performance Edition and the Strategy Management Edition. The Employee Performance Edition discusses the role of diversity, equity, and inclusion (DEI) in talent management, democratizing strategy planning, implementing a hybrid performance management system, nurturing holistic performance management, and more. 

On the other hand, the Strategy Management Edition offers insights into practicing strategic leadership in disruptive times, empowering employees for effective change management, and ensuring data accuracy for informed decision-making. The next two editions of Performance Magazine for 2024 are about business excellence and the use of artificial intelligence (AI) in strategy and performance management.

Drawing on The KPI Institute’s (TKI) 20 years of experience in performance management, Performance Magazine provides its readers with prime resources, updates, interviews, case studies, expert recommendations, and global perspectives on strategy and performance management. Its first printed edition was launched in April 2015, with TKI’s CEO, Dr. Aurel Brudan, on the cover.

As the magazine gears up for its 10th anniversary next year, enjoy your free access to past editions of Performance Magazine on TKI Marketplace.

Performance Magazine, a trusted professional resource for industry updates, expert analysis, case studies, and trends in strategy and performance management, marked a successful year in 2023 with the release of four special editions. Performance Magazine – Print Edition is published quarterly by The KPI Institute (TKI), a leading global research institute dedicated to defining standards and advancing the field of strategy and performance management.

The four editions covered themes of the public sector, sustainability, data analytics, and government. Each edition showcases insights from guest experts in their respective fields. The magazines also present real-world examples, dissect frameworks, and offer practical recommendations for professionals seeking a comprehensive understanding of performance standards.

The Public Sector Edition highlights TKI’s Government Service Index Report 2022, which documents the performance of governments worldwide in key public service areas. The data were analyzed using five dimensions: adaptability, talent, digitalization, governance, and impact. The digital copy of this edition can be downloaded directly from TKI Marketplace while the print copy is available for purchase on Amazon.

The Sustainability Edition offers valuable information and analysis on how to effectively apply sustainable practices to business operations and strategy, as well as measuring and evaluating the impact of such efforts on the growth of the business and the wider society. Readers can grab a copy on TKI Marketplace or Amazon.

The Data Analytics Edition provides insights into applying data analytics to transform business operations, develop robust strategies, improve decision-making, and enhance performance management. This edition can be accessed through TKI Marketplace or Amazon.

The Government Edition explores the public sector’s multifaceted approach to strategy and performance management and reviews standards and concepts behind the tools and techniques governments use in planning strategies and measuring performance. Those interested can secure a copy via TKI Marketplace or Amazon.

For the first quarter of 2024, readers can look forward to editions covering employee performance and strategy management. Stay updated and be the first to access them by following TKI’s LinkedIn page.

The KPI Institute recently interviewed Madhur Mayank Sharma, senior director and head of AI development at SAP Asia PTE LTD and share insights with PERFORMANCE Magazine about about the challenges and opportunities in adopting artificial intelligence in the Asia Pacific region, and how to develop a data strategy that aligns with business objectives and how to foster data literacy within organizations.

TKI: As the Head of the AI Development team for SAP, how do you define a good data strategy? What does it entail?

Madhur: For companies to drive innovation, improve operational efficiency, and deliver better business outcomes, a sound data strategy is a must. Establishing clear business objectives helps in identifying needed data points and data quality. With this in place, choosing the right data platform facilitates the creation of the required digital infrastructure. This infrastructure should support seamless and real-time data flow from the source of generation to the point of decision-making. Lastly, proper training and continuous process improvement result in positive business outcomes.

TKI: What are the unique opportunities and challenges that come with developing AI products and services in the Asia Pacific region, and how do you ensure that your team is able to effectively address these factors?

Madhur: The Asia Pacific region represents a unique challenge and opportunity when it comes to the adoption of AI products and services. On one side, the ever-changing business landscape, language barriers, and varied business processes pose challenges for AI systems to provide desired results. On the other hand, companies are willing to experiment, are open to changing business processes, and have adopted innovative ways of running the business, helping usher in innovation.

TKI: How do you balance the need for speed and agility in data analysis with the need for accuracy and rigor in data modeling and interpretation?

Madhur: This balance needs to be established on a case-by-case basis. Critical business functions in which decisions may profoundly impact business outcomes require more attention and hence better accuracy and rigor in data modeling. Meanwhile, the faster deployment of data modeling may help enhance the user experience for the business processes where user behavior and action require facilitation and substantiation. Agility and relevance are fundamental to both critical and non-critical business functions.

To read more about the latest trends, strategy, and performance management in data analytics, check out the latest issue of Performance Magazine today! You can get a free digital version via the TKI Marketplace or order a printed copy from Amazon. Please be informed that the price may vary for printed copies depending on your location.

Recent developments in artificial intelligence (AI) and machine learning (ML) have profoundly impacted data analytics, allowing for informed, real-time decision-making and improved strategy execution. As interest in data analytics among C-suite executives increases, it is crucial to understand how it can be used to empower strategy and performance management.

The KPI Institute, a leading global research institute specialized in business performance, is proud to announce the publication of the 26th issue of Performance Magazine, which goes on a deep dive into how data analytics is being used to transform the way companies operate, develop business strategies, and manage performance. This issue also includes best practices and case studies on integrating innovative technologies such as AI and ML into an organization’s operations. 

Our cover story features insights from Madhur Mayank Sharma, senior director and head of AI development at SAP Asia PTE LTD, who shared his thoughts on how to develop a forward-thinking, dynamic data strategy. In addition, we also feature a plethora of experts in the field of data analytics, each of whom has provided a unique perspective on how organizations can create a data strategy and establish a data-driven culture.

Furthermore, our very own experts from The KPI Institute provided answers to questions on data analytics, such as:

• How can organizations bridge the knowledge gap between data analysts and nontechnical stakeholders and decision-makers?
• How can managers and executives stay up-to-date with the latest advancements in data analytics?
• What are the most important KPIs for measuring the ROI of data analytics initiatives?

This issue also includes in-depth articles on topics such as how to leverage data for sustainability strategies, how to use business simulations to practice decision-making and problem-solving skills, how to identify whether or not the data gathered is of “good” quality, and how businesses can avoid falling prey to hype by adopting technologies that actually matter. 

Aspiring data analytics professionals will also learn a lot from our Career Insights section, which features an article detailing the importance of building a strong statistical foundation. Readers can also peruse our recommended resources, which include books, podcasts, webinars, and more.

Ensure your organization doesn’t fall behind on the latest data analytics trends impacting business, strategy, and performance management by checking out the latest issue of Performance Magazine today! You can get a digital version via the TKI Marketplace or order a printed copy from Amazon.

Editor’s Note: Below is an excerpt of an article written by Islam Salahuddin, a Business Research Analyst at The KPI Institute. “The Key to Developing a Powerful Data Strategy” is originally published in the 22nd PERFORMANCE Magazine – Printed Edition.

Amidst the buzzing world of data, companies may find themselves directly diving into analytics due to the fear of falling short and missing out. However, many resources can be spent on catching up on the race but end up with no real results.

That happened to 60-85% of big data projects, which IBM reported to have failed because they focused solely on technology. IBM added that the projects did not have a data strategy and a data-centric culture supporting  business objectives. 

Meanwhile, the Massachusetts Institute of Technology’s MIT Technology Review Insights survey of 357 business leaders and decision-makers in July 2021 has revealed that only 20% are implementing a data strategy. While 30% of the respondents have a data strategy in place, they believe it still has gaps.

What Makes Executing a Data Strategy at Scale Difficult

According to 42% of MIT’s respondents, the main challenge for implementing a data strategy is access to “more sources of data, including demographics, competitor, and geospatial information.” Thirty-four percent admit they need help with extracting meaningful insights from their data, while some believe they need “better tools and infrastructure for data storage and analytics.”

In the survey’s report, “in unpredictable times, a data strategy is key ,” says Ishit Vachhrajani, Enterprise Strategist at Amazon Web Services,  emphasizing that all the challenges mentioned by the respondents can be blamed on “cultural obstacles” within their organizations.

“We talk a lot about technology, but one problem we hear from leaders is overly centralized, HIPPO-based decision-making that stands in the way,” Vachhrajani said. He also blames the challenges to governance structures that are no longer effective in bridging people who understand and work with data and frontline employees involved in decision-making and customer interaction.

In the same report, Jonathan Lutz, Director of Technology at Aquiline Capital Partners, describes the implementation of a successful data strategy as an “all-hands effort.” He recommends strong support from the top and buy-in across the organization.

For Vachhrajani, a successful data strategy is driven by leaders who invest in equipping people with the right skills and adopting technology across the company.

To learn more on how to establish an effective data strategy, read the full article in the latest edition of PERFORMANCE Magazine. The 22nd PERFORMANCE Magazine – Printed Edition caters the role that data plays in transforming organizations as they achieve excellence, growth, and success. Grab your copy in the TKI Marketplace now!

The KPI Institute (TKI) recently caught up with Kevin Hartman, Google’s Chief Analytics Evangelist, to discuss how data is changing the way organizations develop their strategy and improve their performance.

Below is an excerpt of the interview, which will be published in the next issue of Performance Magazine – Print Edition.

TKI: How important is data today to businesses and organizations?

Hartman: It’s really at the center of everything now, and not just [in] business, but also private life and public sector life and everything in between. It’s data [that] should play a role in every decision that an organization is making — to make them more effective, more efficient… Data and [the] collection of data should play a role in any organization’s operations. It is really at the center of everything that companies are doing today, at least those that are successful.

TKI: What do you think are the challenges that organizations are facing in terms of using data or maybe attempting to use data?

Hartman: Ohh, there are many. You know, from organizations who just don’t have the digital and data maturity — meaning they lack the people, the processes, the technologies to really collect and utilize data. We see that as an enormous challenge. [There are] organizations [that] just haven’t made the investment necessary either because they don’t believe in the return. They don’t want to spend the resources, whatever that is.

But that presents an enormous challenge. Another is just the idea of organizations lacking the kind of leadership that is required to get that organization invested in data and its use, and moving the organization behind a mindset that says data is going to be important to us and we’re going to use data to drive decisions.

…I’d like to say measurement — today getting that right is a leadership challenge, not a technological one. The technology is there. [What matters is] how the organization [will] embrace that challenge and lead from a position of data being a strength.

TKI: Are there times when you’re able to apply what you do at work to your personal life? For example, are there practices at work that you think that people who are not really in the data world professionally can actually adopt at home or for their day-to-day activities?

Hartman: Well, data is a part of everyone’s life… You don’t have to be the chief analytics evangelist at Google for data to affect you. And so I think there’s a lot of crossover, particularly because people are awakening to the existence of data that they are generating online that others are holding and using. And so I think that there’s great opportunity for consumers to just become more savvy in how that data is used, who’s using it, and why.

And it’s no longer a secret should not be because of regulation. And so it — in that way — can become a bigger part of consumers’ lives.

For me personally, I’m in it all the time. I’m either in my work. In the environment and role. Or I teach at a number of institutions and programs, analytics, and so I am fully immersed in this idea of data and the data field all the time.

And it’s really the ability that I have or the opportunity that I have to be that practitioner and see what’s happening in the public sector and private sector, and then stand in front of a classroom of students with the expectation they have that I can explain that to them and make it accessible is really challenging and it keeps me kind of using both of those roles to strengthen how I perform in each area, right? Like my practitioner role at Google makes me a better teacher. My teaching role makes me a better practitioner at Google. So it’s a very symbiotic relationship for me.

*****

To dive deeper into our conversation with Hartman, stay tuned for the release of Performance Magazine – Print Edition No. July 2022. Get updates from the LinkedIn page of The KPI Institute.