Big Data Analytics Adoption

Big Data Analytics Adoption

Big Data Analytics Adoption

Big Data is an emerging phenomenon. Nowadays, many organizations have adopted information technology (IT) and information systems (IS) in business to handle huge amounts of data and gain better insights into their business.

Many scholars believe that Business Intelligence (BI), solutions with Analytics capabilities, offer benefits to companies to achieve competitive advantage towards their competitors. According to Adelman et al. (2002), “Business Intelligence is a term that encompasses a broad range of analytical software and solutions for gathering, consolidating, analyzing and providing access to information in a way that is supposed to let an enterprise’s users make better business decisions”.

A report by Gartner (2010) lists data analytics as one of the top 10 strategic technologies. In fact, “Analytics facilitates realization of business objectives through reporting of data to analyze trends, creating predictive models for forecasting, and optimizing business processes for enhanced performance.”

The Institute for Operations Research and Management Science ( INFORMS) identifies three main categories of analytics: Descriptive Analytics (The representation of a set of data is used to understand and analyze business performance); Predictive Analytics (extensive use of data and statistical techniques to explain and predict models of business performance); and Prescriptive Analytics (It comprises a set of mathematical techniques that can be used to generate high-value decisions for actions to improve business performance). Selecting the most appropriate statistical techniques depends on research objectives and nature of data.

Executive Study

Big-data-infographic-steps

MIT and IBM (2011) conducted a study on 3000 executives, managers and analysts across 30 different industries and 100 countries to identify the relationship between the company’s performance and its Analytics ability. They found that Analytics-leading organizations are three times more successful than Analytics-starter organizations. Top performing organizations prefer to use analytics five times more than lower performers. It is clear that the adoption of advanced analytic approaches guide organization’s future strategies and help them to make smarter decisions.

The IBM study, “Big data, Analytics and the Path from Insights to Value” has categorized organizations based on their level of analytic adoption in three levels: Aspirational (Aspirational organizations have few people, processes or tools to collect, understand, incorporate or act on analytic insights);Experienced (Experienced organizations develop better ways to collect, incorporate and act on analytics effectively so they can begin to optimize their organizations); and Transformed (These organizations have substantial experience using analytics across a broad range of functions) . Therefore, identifying the level of organizations’ analytics capability helps them to be better prepared to turn challenges into opportunities.

Data Scientists

In addition, there are several factors that directly affect adoption of analytics approaches. A primary obstacle is data quality. Accurate data should be collected and structured in order to extract useful insights out of those data. Lack of understanding of how to use analytics to improve the business is another obstacle in analytics adoption. According to Davenport and Patil (2012), the shortage of data scientists is becoming a serious constraint in many companies. In fact, “data scientist” is considered as a high-ranking professional. “Data analysts are creative; have analytical skills, ability to bring structure to large quantities of formless data; and make analysis possible”. Furthermore, they are able to advise managers on the implications of the data for products, process, and decisions. They also have a solid foundation in math, statistics, probability, computer science, and business. Furthermore, studies indicated that managerial and cultural factors are important in the adoption of analytics. Unfortunately, some organizations do not encourage sharing information and do not intend to apply analytics. They make decisions based on intuition and personal experience instead of fact-based. Therefore, managers, decision makers should realize the importance of big data analytics in improving their business. Changes should be created in organizations for successful adoption of business analytics.

(Image Source: IBM)

By Mojgan Afshari

About Mojgan Afshari

Mojgan Afshari is a senior lecturer in the Department of Educational Management, Planning and Policy at the University of Malaya. She earned a Bachelor of Science in Industrial Applied Chemistry from Tehran, Iran. Then, she completed her Master’s degree in Educational Administration. After living in Malaysia for a few years, she pursued her PhD in Educational Administration with a focus on ICT use in education from the University Putra Malaysia.She currently teaches courses in managing change and creativity and statistics in education at the graduate level. Her research areas include teaching and learning with ICT, school technology leadership, Educational leadership, and creativity. She is a member of several professional associations and editor of the Journal of Education. She has written or co-authored articles in the following journals: Journal of Technology, Pedagogy and Education, The Turkish Online Journal of Educational Technology, International Journal of Education and Information Technologies, International Journal of Instruction, International Journal of Learning, European Journal of Social Sciences, Asia Pacific Journal of Cancer Prevention, Life Science Journal, Australian Journal of Basic and Applied Sciences, Scientific Research and Essays.

View All Articles

Sorry, comments are closed for this post.

Comic
How You Can Improve Customer Experience With Fast Data Analytics

How You Can Improve Customer Experience With Fast Data Analytics

Fast Data Analytics In today’s constantly connected world, customers expect more than ever before from the companies they do business with. With the emergence of big data, businesses have been able to better meet and exceed customer expectations thanks to analytics and data science. However, the role of data in your business’ success doesn’t end…

Part 1 – Connected Vehicles: Paving The Way For IoT On Wheels

Part 1 – Connected Vehicles: Paving The Way For IoT On Wheels

Connected Vehicles From cars to combines, the IoT market potential of connected vehicles is so expansive that it will even eclipse that of the mobile phone. Connected personal vehicles will be the final link in a fully connected IoT ecosystem. This is an incredibly important moment to capitalize on given how much time people spend…

Digital Transformation: Not Just For Large Enterprises Anymore

Digital Transformation: Not Just For Large Enterprises Anymore

Digital Transformation Digital transformation is the acceleration of business activities, processes, and operational models to fully embrace the changes and opportunities of digital technologies. The concept is not new; we’ve been talking about it in one way or another for decades: paperless office, BYOD, user experience, consumerization of IT – all of these were stepping…

Virtual Immersion And The Extension/Expansion Of Virtual Reality

Virtual Immersion And The Extension/Expansion Of Virtual Reality

Virtual Immersion And Virtual Reality This is a term I created (Virtual Immersion). Ah…the sweet smell of Virtual Immersion Success! Virtual Immersion© (VI) an extension/expansion of Virtual Reality to include the senses beyond visual and auditory. Years ago there was a television commercial for a bathing product called Calgon. The tagline of the commercial was Calgon…

The Rise Of BI Data And How To Use It Effectively

The Rise Of BI Data And How To Use It Effectively

The Rise of BI Data Every few years, a new concept or technological development is introduced that drastically improves the business world as a whole. In 1983, the first commercially handheld mobile phone debuted and provided workers with an unprecedented amount of availability, leading to more productivity and profits. More recently, the Cloud has taken…

Your Biggest Data Security Threat Could Be….

Your Biggest Data Security Threat Could Be….

Paying Attention To Data Security Your biggest data security threat could be sitting next to you… Data security is a big concern for businesses. The repercussions of a data security breach ranges from embarrassment, to costly lawsuits and clean-up jobs – particularly when confidential client information is involved. But although more and more businesses are…

Staying on Top of Your Infrastructure-as-a-Service Security Responsibilities

Staying on Top of Your Infrastructure-as-a-Service Security Responsibilities

Infrastructure-as-a-Service Security It’s no secret many organizations rely on popular cloud providers like Amazon and Microsoft for access to computing infrastructure. The many perks of cloud services, such as the ability to quickly scale resources without the upfront cost of buying physical servers, have helped build a multibillion-dollar cloud industry that continues to grow each…

Cloud Infographic – Big Data Analytics Trends

Cloud Infographic – Big Data Analytics Trends

Big Data Analytics Trends As data information and cloud computing continues to work together, the need for data analytics continues to grow. Many tech firms predict that big data volume will grow steadily 40% per year and in 2020, will grow up to 50 times that. This growth will also bring a number of cost…

How Your Startup Can Benefit From Cloud Computing And Growth Hacking

How Your Startup Can Benefit From Cloud Computing And Growth Hacking

Ambitious Startups An oft-quoted statistic, 50% of new businesses fail within five years. And the culling of startups is even more dramatic, with an estimated nine out of ten folding. But to quote Steve Jobs, “I’m convinced that about half of what separates the successful entrepreneurs from the non-successful ones is pure perseverance.” So while…

12 Promising Business Intelligence (BI) Services For Your Company

12 Promising Business Intelligence (BI) Services For Your Company

12 Promising Business Intelligence (BI) Services Business Intelligence (BI) services have recently seen an explosion of innovation and choices for business owners and entrepreneurs. So many choices, in fact, that many companies aren’t sure which business intelligence company to use. To help offer you a solution, we’ve compiled a list of 12 Business Intelligence companies…

Cloud Computing Services Perfect For Your Startup

Cloud Computing Services Perfect For Your Startup

Cloud Computing Services Chances are if you’re working for a startup or smaller company, you don’t have a robust IT department. You’d be lucky to even have a couple IT specialists. It’s not that smaller companies are ignoring the value and importance of IT, but with limited resources, they can’t afford to focus on anything…

15 Cloud Data Performance Monitoring Companies

15 Cloud Data Performance Monitoring Companies

Cloud Data Performance Monitoring Companies (Updated: Originally Published Feb 9th, 2015) We have decided to put together a small list of some of our favorite cloud performance monitoring services. In this day and age it is extremely important to stay on top of critical issues as they arise. These services will accompany you in monitoring…

Cloud Security: The Top 8 Risks According To ENISA

Cloud Security: The Top 8 Risks According To ENISA

Cloud Security Risks Does security in the cloud ever bother you? It would be weird if it didn’t. Cloud computing has a lot of benefits, but also a lot of risks if done in the wrong way. So what are the most important risks? The European Network Information Security Agency did extensive research on that,…

Using Private Cloud Architecture For Multi-Tier Applications

Using Private Cloud Architecture For Multi-Tier Applications

Cloud Architecture These days, Multi-Tier Applications are the norm. From SharePoint’s front-end/back-end configuration, to LAMP-based websites using multiple servers to handle different functions, a multitude of apps require public and private-facing components to work in tandem. Placing these apps in entirely public-facing platforms and networks simplifies the process, but at the cost of security vulnerabilities. Locating everything…

Big Data’s Significant Role In Fintech

Big Data’s Significant Role In Fintech

Data Banking Fintech covers a range of financial fields such as retail banking, investments, and lending and thanks to the mobile and internet innovations of late is a thriving sector. Offering improvements which drive customer satisfaction and education in an area previously inscrutable and dictated by gigantic inflexible corporations, fintech is helping put the power…

Battle of the Clouds: Multi-Instance vs. Multi-Tenant

Battle of the Clouds: Multi-Instance vs. Multi-Tenant

Multi-Instance vs. Multi-Tenant The cloud is part of everything we do. It’s always there backing up our data, pictures, and videos. To many, the cloud is considered to be a newer technology. However, cloud services actually got their start in the late 90s when large companies used it as a way to centralize computing, storage,…

Infographic: 9 Things To Know About Business Intelligence (BI) Software

Infographic: 9 Things To Know About Business Intelligence (BI) Software

Business Intelligence (BI) Software  How does your company track its data? It’s a valuable resource—so much so that it’s known as Business Intelligence, or BI. But using it, integrating it into your daily processes, that can be significantly difficult. That’s why there’s software to help. But when it comes to software, there are lots of…

Cukes and the Cloud

Cukes and the Cloud

The Cloud, through bringing vast processing power to bear inexpensively, is enabling artificial intelligence. But, don’t think Skynet and the Terminator. Think cucumbers! Artificial Intelligence (A.I.) conjures up the images of vast cool intellects bent on our destruction or at best ignoring us the way we ignore ants. Reality is a lot different and much…