Top 20 Supply Chain Management Software Suppliers 2017

Posted on by Teddy Nee

The market for supply chain management (SCM) software, maintenance and services continued its growth in 2016, generating more than $11.1 billion, a 9% increase over 2015 revenues, according to the research firm Gartner.

That total includes applications for supply chain execution (SCE), supply chain planning (SCP) and procurement software. Since the market’s 2% decline in 2009, the market has posted double-digit growth in four of the past six years, according to Gartner. The SCM market is expected to exceed $13 billion in total software revenue by the end of 2017 and exceed $19 billion by 2021, Gartner forecasts, with software as a service (SaaS) enabling new growth opportunities.

“It continues to be a good year for the supply chain overall,” says Chad Eschinger, managing vice president of Gartner. “The Cloud-based segment grew 20%, which is consistent with what we’ve seen in recent years.”

The push for Cloud capabilities also fueled some of the acquisition activity over the last year. Eschinger cites examples such as Infor’s acquisition of GT Nexus, Kewill’s acquisition of LeanLogistics, Oracle’s acquisitions of LogFire and NetSuite, and E2open’s acquisitions of Terra Technology and, more recently, Steelwedge.

“Broadly speaking, we’re seeing cyclical consolidation,” Eschinger says. “For some companies it’s a land grab, for others it’s an effort to add functional and technical underpinnings to go to the Cloud or provide a fuller complement of Cloud capabilities.”

Suite vendors are increasingly inclined to offer end-to-end solutions, Eschinger says, tying in customer relationship management capabilities, replenishment, network design, clienteling and more. In addition to supply chain efficiency, these solutions are also aimed at improving and standardizing the consumer’s experience.

“The Amazon effect continues to wreak havoc in retail and for manufacturers selling direct-to-consumer,” Eschinger says. “Everyone wants real-time visibility into inventory, so data and the associated analytics continue to be front and center for most organizations.”

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How can Lean Six Sigma help Machine Learning?

Posted on by Teddy Nee

Note that this article was submitted and accepted by KDnuggest, the most popular blog site about machine learning and knowledge discovery.

I have been using Lean Six Sigma (LSS) to improve business processes for the past 10+ year and am very satisfied with its benefits. Recently, I’ve been working with a consulting firm and a software vendor to implement a machine learning (ML) model to predict remaining useful life (RUL) of service parts. The result which I feel most frustrated is the low accuracy of the resulting model. As shown below, if people measure the deviation as the absolute difference between the actual part life and the predicted one, the resulting model has 127, 60, and 36 days of average deviation for the selected 3 parts. I could not understand why the deviations are so large with machine learning.

After working with the consultants and data scientists, it appears that they can improve the deviation only by 10%. This puzzles me a lot. I thought machine learning is a great new tool to make forecast simple and quick, but I did not expect it could have such large deviation. To me, such deviation, even after the 10% improvement, still renders the forecast useless to the business owners.

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6 Steps To Supply Chain Risk Management Success

Posted on by Teddy Nee

6 Steps To Supply Chain Risk Management Success

Lean production may traditionally be considered the linchpin that holds successful supply chain management together, but reducing your exposure to risks is becoming a key priority for maritime companies.

Our dependence on, and partnerships with suppliers, whether it be via outsourcing or mitigating stock opens up a whole world of exposure for marine businesses and their procurement teams. That’s why risk management is so crucial to the supply chain.

Navigating risks really is the key to management success. With the global expansion of supply chains comes ever more complicated business structures and so countless issues can arise causing disruption, delays and ultimately money going down the drain.

Both buyers and suppliers can be hit by a number of unavoidable problems. From natural disasters to terrorism or cyber attacks. Each problem can have big effects on both upstream and downstream partners.

So what can you do to mitigate risk?

The best way to reduce exposure is to make sure you and your company keep up to date with developments in the maritime sector. And to follow a few key steps…

1. Choose your suppliers carefully

Conduct audits of your suppliers on a regular basis and if necessary, inspections to make sure they are committed to risk management like you are.

2. Authenticate suppliers’ insurance cover

It’s worth remembering that a certificate of insurance is only evidence of the insurance cover as it was when it was written.

3. Clearly define contract scopes and draft contracts

Be careful when defining contract scopes and draft contracts.

4. Understand the extent of your exposure

How much risk are you and your business exposed to?

5. Put a plan in place

Identifying risks is the easy part, now you have to get an action plan in place.

6. Lower the threat of risk by purchasing the right cover

Making sure your policy covers your company’s specific exposure mix and risk tolerance is important.