May 23 2018
Using Data Science To Improve Manufacturing
If you google “data-science + manufacturing,” what comes back is recycled hype about the factory of the future. The same vision has been painted before and hasn’t come to pass. Yet we are expected to believe that this time it will be a “4th industrial revolution.” Whether it’s true or not, this happy talk is no help in today’s factories. “Data science” covers real advances in the art of working with data, and the more relevant question is what it can do to improve existing operations.
This is not just about reaping tangible benefits today rather than hypothetical ones in the future but also about acquiring skills needed to design new plants and production lines 5 years from now. These publications endow technology with a power to drive innovation that it doesn’t have. It is only a means for people to innovate. Their ability to do so hinges on their mastery of the technology, which is acquired by using it in continuous improvement.
May 31 2018
Stability Before Innovation | James Womack | The Lean Post
“Are we in the Lean Community lacking imagination and creativity? Indeed, do we take away the time and space for creativity and imagination from employees with our focus on standardizing work and our relentless process analysis […]? Or maybe this is backwards. Is it possible that […] a stable organization with stable processes enables successful innovation? […] Contrast Toyota’s methods with those of other companies generally believed to have brilliant, innovative ideas but no robust development, production, supplier management or even customer support processes, and which are short of funds. Not just Tesla but the whole VC-backed auto start-up industry come to mind.”
Sourced from The Lean Post
Michel Baudin‘s comments:
I don’t understand why Jim Womack restricts the discussion of stability and innovation to the car industry and the comparison with other companies to “VC-backed auto start-ups” that are short of funds. Toyota’s leaders grew the company by doing what they had to do to navigate the Japanese car industry. It is, in retrospect, a spectacularly successful model and worth studying. It is not, however, universally relevant.
Here in the heart of Silicon Valley, we view it as the worldwide hub of innovation, not the Nagoya area. Local entrepreneurs, VC-backed or not, have given us multiple generations of companies that are not exactly short of cash, like Hewlett Packard, Intel, Apple, eBay, Netflix, Google, Facebook,… Some of them are dabbling in the auto industry but most of their revenues come from elsewhere. It doesn’t make their practices and business models any less worthy of study than Toyota’s.
#innovation, #toyota, #siliconvalley
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By Michel Baudin • Blog clippings, Uncategorized 5 • Tags: innovation, Silicon Valley, Toyota