Predictive analytics là gì

Predictive analytics is the use of data, statistical algorithms and machine learning techniques khổng lồ identify the likelihood of future outcomes based on historical data. The goal is lớn go beyond knowing what has happened lớn providing a best assessment of what will happen in the future.

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Predictive Analytics History & Current Advances

Though predictive sầu analytics has been around for decades, it"s a technology whose time has come. More and more organizations are turning to predictive sầu analytics to lớn increase their bottom line & competitive advantage. Why now?

Growing volumes và types of data, và more interest in using data khổng lồ produce valuable insights.Faster, cheaper computers.Easier-to-use software.Tougher economic conditions & a need for competitive differentiation.

With interactive and easy-to-use software becoming more prevalent, predictive analytics is no longer just the tên miền of mathematicians & statisticians. Business analysts and line-of-business experts are using these technologies as well.



Why is predictive sầu analytics important?

Organizations are turning khổng lồ predictive sầu analytics lớn help solve difficult problems & uncover new opportunities. Comtháng uses include:

Detecting fraud. Combining multiple analytics methods can improve pattern detection and prevent criminal behavior. As cybersecurity becomes a growing concern, high-performance behavioral analytics examines all actions on a network in real time lớn spot abnormalities that may indicate fraud, zero-day vulnerabilities và advanced persistent threats.

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Optimizing sale campaigns. Predictive analytics are used to determine customer responses or purchases, as well as promote cross-sell opportunities. Predictive sầu models help businesses attract, retain and grow their most profitable customers. 

Improving operations. Many companies use predictive sầu models to forecast inventory và manage resources. Airlines use predictive analytics khổng lồ set ticket prices. Hotels try to predict the number of guests for any given night lớn maximize occupancy và increase revenue. Predictive sầu analytics enables organizations to function more efficiently.

Reducing risk.

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Credit scores are used to assess a buyer’s likelihood of mặc định for purchases and are a well-known example of predictive analytics. A credit score is a number generated by a predictive model that incorporates all data relevant to a person’s creditworthiness. Other risk-related uses include insurance claims & collections.

Chuyên mục: Kiến Thức