JAL and NEC use AI to automate purchase prediction analysis
- Utilizing AI to automatically discover patterns in customer purchase behavior through the analysis of vast amounts of data -
Tokyo, November 07, 2017 - Japan Airlines Co., Ltd. (JAL) and NEC Corporation (NEC; TSE: 6701) today announced the completion of test demonstrations conducted between September and November 2017 in which artificial intelligence (AI) was used to analyze access log and other data from a flight booking website run by JAL and to perform predictive analysis for the purchase of airline tickets. These tests proved that AI can be used to conduct analysis with the same precision as a data scientist in a shorter period of time.
JAL is currently promoting the advancement of data analysis leveraging AI in marketing and various other fields, but has faced challenges that include a scarcity of data scientists with advanced analytical skills and uncertainty as to how best to utilize the enormous amounts of data it possesses.
To address these challenges, JAL joined NEC in conducting tests utilizing Predictive Analytics Automation Technology (*1), part of NEC's portfolio of cutting-edge AI technologies known collectively as "NEC the WISE" (*2), and succeeded in confirming its effectiveness.
The test demonstrations targeted JAL Mileage Bank members (JMB members) and utilized diverse and large-scale data collected via JAL's flight booking website, including Web access logs, member information (*3), and passenger boarding history. Aiming to learn more about the behavior of JMB members when purchasing tickets online, these tests were used to determine whether or not it would be possible to estimate feature quantities (data items effective for analysis) and automatically design a prediction model using Predictive Analytics Automation Technology.
These tests showed that feature quantities for distinctive customer behaviors, including the number of times users had browsed pages and the number of times specified credit cards were used over time spans not previously contemplated by data scientists, could be discovered from large quantities of log data that would ordinarily require long periods of time for analysis. It was also confirmed that this process offers a level of accuracy equivalent to that of prediction models designed by highly experienced data scientists.
Now able to quickly grasp what kind of purchasing behaviors are exhibited by JMB members using the JAL website, JAL can send out notifications for special offers at times that are most appropriate for its customers. In addition, since predictive models can be built in a short period of time, JAL will be able to plan and implement far more promotions than currently possible.
The Predictive Analytics Automation Technology used in these demonstration tests makes it possible to create prediction models that can rapidly form predictions for a variety of operations. This is based on its ability to automatically design and discover feature quantities without prior knowledge of working operations or analyses; it is also able to work with data in domains other than marketing, such as aircraft maintenance data.
Going forward, the two companies plan to continue verifying this technology to facilitate more advanced analysis of the vast amounts of data possessed by JAL, with the aim of providing better flight services to customers.
- (*1)Predictive Analytics Automation Technology
December 15, 2016 NEC automates large-scale data prediction for business systems
- (*2)July 19, 2016 NEC announces new AI technology brand, "NEC the WISE"
NEC's AI (Artificial Intelligence) Research
- (*3)Please note that information capable of identifying individuals was not used in any way outside JAL.
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