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2022 meisai D topic ideas sharing + translation
2022-06-25 12:20:00 【Halosec_ Wei】
MCM——D: Data paralysis ? Use our analysis !
background
Many companies view data as a strategic asset , But admitting that it is difficult to get value from this asset . Properly managing this valuable resource can bring competitive advantages . therefore , The company needs to build an integrated data and analysis system (D&A) System , They can make sure they have the right people 、 Technology and process management 、 manipulation 、 Use and protect this resource .
Your consulting team has developed an assessment D&A Model of the system , To help executives make the right decisions about three key components : personnel 、 Technology and process . stay D&A aspect , Your model provides the company with the ability to measure by examining these three key components D&A The maturity of the system .
To maximize the potential of data assets , Companies need highly skilled people , Related technology , Mature process , And these three parts are closely linked . Your model helps the company evaluate its current status , And gain insight into the required system changes to maximize their D&A The potential of the system . Companies use your model to optimize their analytical capabilities , Gain a competitive advantage , And let customers know about the company's ability to manage data .
Intercontinental freight (ICM) The company operates a large seaport , And hired your team . ICM company Corporation I hope you measure their current D&A The maturity of the system , And provide a reliable plan to optimize their D&A Ability . ICM The company wants to use your model , Instill trust and confidence in their data practices .
requirement
Because of the company regulations ,ICM The company cannot share details about people with your team , Cooperative technology 、 Process or data . however ,ICM A general description of the company's operations and the types of data it regularly processes is contained in section below 4 page , Develop a model to evaluate ICM The company's D&A System . Your model development and reporting should include the following :
To measure ICM Current company D&A Indicators of system maturity level . Including measuring its D&A Key performance indicators for personnel success , Technology and processes .
stay ICM Companies use your model to determine their current D&A After maturity level , Demonstrate how they can use your model to make changes to the system , Enable companies to maximize the potential of their data assets .
Suggest ICM Agreements should be developed to measure their effectiveness D&A System .
Show how your model can be applied to larger or smaller seaports . Analyze how your system maturity indicators adapt to other industries . say concretely , Freight forwarders can use your maturity metrics ? If ICM The company's customers , Such as freight company , Your metrics are also used , This is right ICM What are the benefits of the company ?
in the final analysis ,ICM The company cares about customer satisfaction and confidence . to ICM The company's customers ( Port users ) Write a one page letter ,, Outline the measurement method you proposed , And instill ICM The company is right D&A Confidence in the system
Thought analysis
This topic needs to establish a model to help the company evaluate its current status ( Build machine learning regression ), And provide insight into system changes , To maximize the potential of its R & D and management system ( Establish optimization countermeasures ).
The first part : Determination and collection of data indicators
Including measuring its D&A personnel 、 Key performance indicators for the success of technology and processes . That is to establish three key performance indicator systems .
personnel : Employment rate 、 Contracting rate 、 Training rate 、 Professional knowledge availability .....
technology : Technical error rate 、 Timely completion rate of technology 、 Improve cost reduction rates 、 Product satisfaction rate ......
technological process : Maintenance rate 、 Track the screening rate 、 Degree of desensitization ......
Using tools SPSSPRO, All functions are free , Unlimited times and time
https://www.spsspro.com/?utm_source=CSDN
For more detailed analysis, see SPSSPRO Community
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