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《When big data goes lean》.pdf
F E B R U A R Y 2 0 1 4
When big data goes lean
Rajat Dhawan, Kunwar Singh, and Ashish Tuteja
The combination of advanced analytics and
lean management could be worth tens of
billions of dollars in higher earnings for large
manufacturers. A few leading companies are
showing the way.
The application of larger data sets, faster computational power,
and more advanced analytic techniques is spurring progress on a
range of lean-management priorities. Sophisticated modeling can
help to identify waste, for example, thus empowering workers and
opening up new frontiers where lean problem solving can support
continuous improvement. Powerful data-driven analytics also can
help to solve previously unsolvable (and even unknown) problems
that undermine efficiency in complex manufacturing environments:
hidden bottlenecks, operational rigidities, and areas of excessive
variability. Similarly, the power of data to support improvement
efforts in related areas, such as quality and production planning, is
growing as companies get better at storing, sharing, integrating, and
understanding their data more quickly and easily.
Pioneers in the application of advanced-analytics approaches, some
borrowed from risk management and finance, are emerging in
industries such as chemicals, electronics, mining and metals, and
pharmaceuticals. Many are lean veterans: these companies cut their
teeth during the 1990s (when sagging prices hit a range of basic-
materials companies hard) and more recently doubled down in
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