Cookies help us display personalized product recommendations and ensure you have great shopping experience.

By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    data driven insights
    How Data-Driven Insights Are Addressing Gaps in Patient Communication and Equity
    8 Min Read
    pexels pavel danilyuk 8112119
    Data Analytics Is Revolutionizing Medical Credentialing
    8 Min Read
    data and seo
    Maximize SEO Success with Powerful Data Analytics Insights
    8 Min Read
    data analytics for trademark registration
    Optimizing Trademark Registration with Data Analytics
    6 Min Read
    data analytics for finding zip codes
    Unlocking Zip Code Insights with Data Analytics
    6 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: 3 Organizations That Can See the Future with Predictive Analytics
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Big Data > Data Mining > 3 Organizations That Can See the Future with Predictive Analytics
AnalyticsBig DataData MiningData WarehousingHadoopITMapReduceModelingOpen SourcePredictive AnalyticsSentiment AnalyticsSocial DataSocial Media AnalyticsSoftwareUnstructured DataWorkforce AnalyticsWorkforce Data

3 Organizations That Can See the Future with Predictive Analytics

MicheleNemschoff
MicheleNemschoff
6 Min Read
Crystal ball
SHARE

Crystal ballThe ability to foresee the future would certainly be the ultimate competitive advantage. In reality though, no business has a crystal ball for making critical decisions. That’s why all critical business decisions have always carried a certain amount of risk. This risk has always and will always be part of the competitive game.

Crystal ballThe ability to foresee the future would certainly be the ultimate competitive advantage. In reality though, no business has a crystal ball for making critical decisions. That’s why all critical business decisions have always carried a certain amount of risk. This risk has always and will always be part of the competitive game.

While the elimination of risk is impossible, big data is forging a pathway for businesses to reduce it. Predictive analytics has been in use for a number of years and big data Hadoop is helping improve it’s usage and improve outcomes in the process. With big data, no longer is the size of the sample set a limiting factor, as a lot more data is available from a modeling perspective.

At it’s core predictive modeling is an algorithmic method to forecast results depending on the scenario. With enough data and the right tools, predictive analytics can be a reliable tool in the hands of decision makers.

More Read

Big Data Solutions
Big Data Solutions in the AWS Platform
Mixed-Effects Models in R with Quantum Forest
What data mining software to buy?
Research Uncovers Keys to Using Predictive Analytics
Big Data Management May Be Hampered by Lack of Workers

Predictive analytics may seem like a new or foreign concept to the average consumer. In reality, it is regularly present throughout most of our daily lives. Here are just a few examples:

Fair Isaac Corporation (FICO)

The majority of consumers have needed to borrow credit to pay for large purchases such as a home, education or vehicle. Naturally, many of them are familiar with their FICO credit score.

The FICO credit score was created by Fair Isaac Corporation to help quantitate a consumer’s risk to the investor. Banks and other financial institutions use FICO to predict a consumer’s likelihood of paying back the loan. The predictive analytics used in the FICO score analyzes complex patterns in the consumer’s financial history. These patterns include information from the consumer’s payment history, current debt, length of credit history, frequency of credit and types of credit.

Since it’s creation in 1958, Fair Isaac has improved the FICO algorithm to be more accurate and dependable. Today, a consumer’s FICO score is a solid indicator and utilized as a gold standard by most financial institutions.

Jeff Foster Trucking

Trucks are the lifeblood of urban sustainability. They transport everything from food to fuel. Recently Jeff Foster Trucking was planning a 50 truck expansion to their fleet. An expansion of this size would cost them an estimated $6 million. Part of these purchased vehicles  replaced existing vehicles running on older technology.

When evaluating the selection of new potential trucks, management looked at several criteria. A leading factor was the trucks’ fuel economy. Often businesses in this industry make fuel economy decisions based on differences of 0.1 to 0.2 miles per gallon.

To make the most profitable decision, Jeff Foster looked to their data. They started by using their historical data on fuel performance across their entire fleet. Electronic control modules sourced the data which was segmented down to the first quarter of 2013.

While this was a great start to enhance corporate decision making, it wasn’t good enough to stand on its own. Electronic control modules have less-than-reliable accuracy. Other human factors also contributed to variables that weren’t calculated with the existing data. This is where Jeff Foster turned to predictive analytics.

With predictive models they integrated variables such as driving behavior, weight and trailer types. They used this model with data for the first nine months of 2013. The results were staggering. As it turned out, the discrepancy between fuel economy was stark between manufacturers. One manufacturer had significantly lower miles per gallon than what the company expected.

Moving forward, Jeff Foster and many other trucking companies will be able to reduce costs and emissions with the added analysis provided by predictive models.

The Internal Revenue Service (IRS)

Americans file millions of tax returns each year. The Internal Revenue Service’s job is to make sure each of these returns are accurate. This means “smoking out” the fraud. Regardless of what some people may think, the IRS doesn’t have time to decipher the legitimacy of every single return. Instead they use predictive analytics.

Returns that exceed predictive parameters are quickly identified as possibly fraudulent. In such instances the IRS audits the filer. The IRS depends on predictive analytics tools to cull through return submissions and identify potential tax evasion, fraud and money laundering.

Conclusion

Predictive analytics plays an important role in the effectiveness and risk management of many businesses today. The companies or industries I mentioned above leverage predictive analytics to better serve the lives of millions of people. And with the affordability and availability of new big data technologies, its use has only begun.

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

agenic ai
How Businesses Are Using AI to Make Smarter, Faster Decisions
Artificial Intelligence Exclusive
accountant using ai
AI Improves Integrity in Corporate Accounting
Exclusive
ai and law enforcement
Forensic AI Technology is Doing Wonders for Law Enforcement
Artificial Intelligence Exclusive
langgraph and genai
LangGraph Orchestrator Agents: Streamlining AI Workflow Automation
Artificial Intelligence Exclusive

Stay Connected

1.2kFollowersLike
33.7kFollowersFollow
222FollowersPin

You Might also Like

Social Media Data and what analysts can do with it

3 Min Read

Technology for technology’s sake

6 Min Read
big data and IP laws
Big Data

Big Data & AI In Collision Course With IP Laws – A Complete Guide

5 Min Read
dreamstime l 217658546
Artificial Intelligence

The Role of Artificial Intelligence in Enhancing Data Security

6 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

giveaway chatbots
How To Get An Award Winning Giveaway Bot
Big Data Chatbots Exclusive
ai chatbot
The Art of Conversation: Enhancing Chatbots with Advanced AI Prompts
Chatbots

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-25 SmartData Collective. All Rights Reserved.
Go to mobile version
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?