voice of the supply chain leader -- supply chain insights research results (may 2012)
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Voice of the Supply Chain LeaderTRANSCRIPT
Voice of the Supply Chain Leader
Quantitative Survey of 61 Supply Chain
Leaders from 40 Companies
5/28/2012
By Lora Cecere Founder and CEO
Supply Chain Insights LLC
Copyright © 2012 Supply Chain Insights LLC Page 1
Contents Research. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
Research Methodology. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2
Executive Overview.. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
Supply Chain Leaders Speak . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4
Supply Chain Leaders Speak about Technology. . . . . . . . . . . . . . . . . . . . . . . 6
Supply Chain Insights Perspective: Future of Supply Chain Technologies. . . . . . . . . 10
The Definition of Supply Chain Excellence. . . . . . . . . . . . . . . . . . . . . . . . . 14
Recommendations. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 18
Conclusion. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20
Appendix. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21
About Supply Chain Insights LLC . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .22
About Lora Cecere. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 22
Copyright © 2012 Supply Chain Insights LLC Page 2
Research This independent research was 100% funded by Supply Chain Insights and is published using
the principle of open research.
The Voice of Supply Chain Leaders Report will be published annually. It is intended for you to
read, share and use to improve your supply chain decisions. The goal is to share year-over-year
insights with the industry.
All we ask for in return is attribution. We publish under the Creative Commons License
Attribution-Noncommercial-Share Alike 3.0 United States.
Your trust is important to us. As such, we are open and transparent about our financial
relationships and our research process.
Research Methodology This research was conducted during the period of March through April 2012 via an online
quantitative study of 61 supply chain leaders. We protect our sources. Results are reported in
aggregate and are not available for review by individual company. Companies participating in
the survey include:
For additional demographic data on the respondents, please reference the appendix section of
this report.
Copyright © 2012 Supply Chain Insights LLC Page 3
Executive Overview The practices of supply chain management are now three decades old. Demand volatility is
increasing, growth is flattening and commodity costs are escalating. As a result, there is a shift
from vertical to horizontal processes, and from inside-out (from within the organization) to
outside-in (from the market back) practices. Most progress has been made within the
enterprise. Connecting the extended supply chain from the customer’s customer to the
supplier’s supplier remains an aspirational goal.
This report shares insights from a quantitative survey of sixty-one supply chain leaders. The
results have three themes:
• Today, the technology gaps for the supply chain leader are large, the largest within the
last decade. Current technology definitions are not sufficient. We are on the verge of a
revolution in supply chain technology.
• Supply chain technology platforms are tangled and confusing with a multiplicity of
systems and low usage. While this is frustrating to supply chain leaders, they need to
go forward by realizing that continued investment in legacy applications has minimal
returns.
• While organizations have invested in supply chain teams and centers of excellence, it is
not sufficient. Over 85% of companies are confused on supply chain strategy. This is
hindering the development of horizontal processes and the connection of the extended
value network.
As a result, today there are few “best practices.” Instead, we have practices in flux. Some
processes have matured, some are changing, but most are being redesigned. For most, the
change will be a revolution, not an evolution. Big data, mobility, and cloud computing are
drivers for change. Real-time data are improving supply chain sensing, and new forms of
business analytics are driving learning systems. This report gives insights on these trends and
recommendations for business leaders.
Copyright © 2012 Supply Chain Insights LLC Page 4
Supply Chain Leaders Speak Supply chains are complex systems with complex business processes and increasing
complexity. In the research for this report, we can clearly see the impact of growing business
complexity, and the increasing gap in the ability of existing technologies to meet these needs.
However, we also see an even larger gap in leadership. This is twofold: executive leadership’s
understanding and consulting expertise on how to craft the path forward.
Solving the problems is not easy. The processes are steeped in traditional paradigms. For
leaders, supply chain is business; but for many organizations, the term “supply chain” is
politically charged. Instead of a holistic business process that effectively connects the business
process from the customer’s customer to the supplier’s supplier, for the laggard it is about
supply, logistics, or distribution. The greatest tension on the definition of the process term is in
Europe.
Organizational IT landscapes are complex, supply chain networks are ever-changing and
organizational structures are tangled. Eighty-five percent of companies lack a clear definition of
supply chain excellence. In the void, companies have implemented systems with a project-by-
project approach managing them in isolated functional silos. As a result, most companies are
now struggling with multiple systems and organizational fiefdoms working in isolation.
In the words of one supply chain leader, “We have made a lot of supply chain investments, and
all the project teams report outstanding progress, but the overall progress in supply chain
excellence for my organization is stalled. I am to blame. We have outsourced the responsibility
for crafting our supply chain vision to ill-prepared consultants and wrongly believed that we
would deliver supply chain excellence through an extended ERP project. Yes, we can now
better see and record transactions, but we have not improved our ability to sense and adapt to
market changes. The ends of our supply chain are fragile. The fault lies with me and my lack of
vision for the organization. We will not make progress through this traditional piecemeal
approach.” In short, while supply chains can be outsourced, and talent can be obtained through
new ways of deployment, a lack of supply chain leadership and vision is the largest barrier to
progress.
Copyright © 2012 Supply Chain Insights LLC Page 5
Figure 1: Current Supply Chain Pain Points
Many companies are digesting multiple acquisitions and projects. As a result, dirty data and
product proliferation were listed as top supply chain pain points. Supply chain talent is also
becoming more critical. As the first generations of supply chain pioneers retire, and the talent
needs in emerging economies grow, there just are not enough supply chain leaders to satisfy
organizational requirements. In the words of one manager from South Africa, “I looked at the
situation. Yes, the gaps in my team were large. One option was to just terminate them all.
There was sufficient cause, but I had a problem. The issue was that the available candidates in
the market were no better than what I had on my team. As a result, I sucked it up and took
responsibility to train the supply chain team.”
While the initial investments in the first three decades of supply chain management were
primarily in supply to reduce costs (with the definition of demand to improve replenishment), the
new focus is to better use the demand signal horizontally (network design, risk mitigation
strategies and commodity hedging). As a result, even companies that have never valued
demand systems are starting to rethink the value proposition. So while there is increasing pain
in supply (rising costs and product proliferation), 2012 is about demand.
Copyright © 2012 Supply Chain Insights LLC Page 6
Supply Chain Leaders Speak about Technology Dirty data. Multiple systems. Rising complexity. These are all common themes. Yet, they are
symptoms of the fragmented project-based approach. Today, companies are awash in
technologies, but usage remains low. Resolution of the problem is anything but simple. Like a
snake swallowing and absorbing its supper, companies are struggling to digest the many and
diverse systems that they have inherited through many projects and the race for Y2K readiness.
Despite the promise of packaged applications of a common system for global operations, as
seen in figure 2, most companies have multiple systems, and struggle to rationalize the many
technologies within the organization. For most, there are more systems than they use. IT
standardization remains an unfilled promise; and, in the face of the revolutionary change in
supply chain processes and technologies on the horizon, it is not one worth pursuing.
Figure 2: Complexity of Current Supply Chain Systems
Most supply chain leaders see the multiplicity of technologies as a mess. There is no perfect
solution. Companies will go forward by going forward. It will be the management of
compromise. In the short-term, tensions will not dissipate. Within the organization, there
continues to be a struggle with the lack of depth and industry-specific functionality within
Copyright © 2012 Supply Chain Insights LLC Page 7
Enterprise Resource Planning (ERP) systems. While deeper industry-specific best-of-breed
solutions of Advanced Planning Systems (APS) have better decision-support functionality, they
generally lack the required IT rigor of role-based security, business intelligence extensibility and
data visualization. In moving forward, companies will just have to accept that there is no
panacea.
The gaps in current systems are large. Today, they are the largest in the history of supply chain
solutions. As shown in figure 3, the greatest gaps are in demand management, production
scheduling, and Product Lifecycle Management (PLM). The highest satisfaction rates are in the
systems of logistics and warehousing. Supply Chain Execution (SCE) solutions have a higher
acceptance rate than ERP or APS.
Figure 3: Importance and Satisfaction of Current Supply Chain Systems
For APS, the usability and depth of solutions remains an issue. In a review of the data in a
webinar, we found that only 8% of companies hearing the survey results feel that they have the
“what-if” capabilities that they need to manage the demand and supply variability of today’s
supply chain in S&OP. The focus on “tight system integration” and the lack of recognition of the
need for “what-if capabilities” has hampered the supply chain groups’ ability to do planning.
Organizations have confused the buying criteria for the “system of record” with system criteria
for “decision support.”
Copyright © 2012 Supply Chain Insights LLC Page 8
Most supply chain leaders are frustrated, some are angry and many have resigned themselves
to the fact that technology is not and will not be perfect. However, all know that the path forward
is not easy. Despite the promise of packaged applications to reduce costs, standardize IT,
simplify and infuse best practices, and reduce risks, today the supply chain leaders find
themselves with many failed expectations. The only promise that has been fulfilled is the
reduction of business risk with system continuity.
While leadership teams can moan and groan over the gaps, the reality is that we are where we
are. The past decade of packaged applications was too expensive, over-hyped and full of failed
promises. However, before we throw out the baby with the bath water, it is important to gain a
wider perspective. The reality is that without this era of technology evolution, companies would
never have been able to build global supply chains and embrace increasing business
complexity with product portfolios and changing customer requirements. Without today’s
systems, supply chains would never have been able to span the globe and the pace of today’s
business would not be possible. Yes, today’s supply chain leaders are faced with supply chain
technology gaps; and yes, there are multiple systems and stalled projects, but the answer does
not lie in doing more of the same. Instead, companies need to learn from the past and look
forward.
Short term, over the course of the next two years, the focus will be on the redefinition of demand
planning. As companies map this future state, it will force the organization into defining outside-
in processes and learning that the inclusion of channel data into supply chain systems requires
a re-implementation or a redeployment of existing systems. As companies start this definition,
they will ask themselves how to:
• Listen: The organization will want to include social listening data or unstructured
customer sentiment, but will quickly learn that these processes are still new and
evolving. This will push marketing to share digital data more widely organizationally.
While companies will try to use the unstructured social data more widely in demand
sensing, short-term they will reach a compromise. A compromise will be the use of
ratings and review data into new product launch forecasting as a causal factor. We are
at the beginning of the definition of technology systems for supply chain listening.
Copyright © 2012 Supply Chain Insights LLC Page 9
• Use Channel Data: They will also quickly learn that in the use of channel, or
downstream, data they must define the customer relationship to enable meaningful data
sharing. This will require the rethinking of many distributor relationships. While many
supply chains push product into the channel, it is hard to push a chain. The use of
channel data will require the definition of pull-based systems with supply chain
decoupling points.
After getting the channel data, companies will find that they need a persistence layer to
harmonize and cleanse the downstream data. This Demand Signal Repository (DSR)
strategy will grow along with the need to improve demand planning.
• Network Design. The advances in network design technologies are a welcome relief to
the supply chain leader. While the first generation technologies for network design had
limitations for complex modeling, advancements in these technologies in the past five
years are closing the gaps.
Copyright © 2012 Supply Chain Insights LLC Page 10
Supply Chain Insights’ Perspective: Future of Supply Chain Technologies It is our recommendation for supply chain leaders to accept today’s situation for what it is. While
the gaps are a problem, we need to go forward and not make the same mistakes in the
selection of the next evolution of technology. We feel that we are at a junction point in
technology evolution and that continued investments in traditional architectures is limiting. New
technologies based on social listening, mobility, cloud computing and big data are evolving. In
the next five years, this will result in a step change in technology. The path forward will be a
revolution not an evolution. The smallest change will happen in the applications of Supply
Chain Execution (SCE).
We predict that over the next five years, as companies focus on the deployment of cloud-based
services, improve supply chain sensing and visualization and embrace the world of big data
systems, that the supply chain systems that we know today will become obsolete. As a result,
companies should finish the implementation of ERP transactional systems for finance and
human resources. They should also finish the work for Business Intelligence (BI) for global
reporting, but reduce the investments for tightly coupled decision support systems for Customer
Relationship Management (CRM), PLM and APS to ERP. Instead, these systems need to be
focused on business requirements based on the company’s definition of supply chain
excellence. With rising volatility, there is a greater need for “what-if” capabilities than tight
integration.
Copyright © 2012 Supply Chain Insights LLC Page 11
Figure 4: Technology Trends that Companies are Excited About Today
As government compliance increases, growth flattens, margins tighten and costs soar, the
traditional systems of CRM, PLM, ERP, APS and SCE will not be sufficient. Solving these
problems will require the use of new forms of data that have increased variety, volume and
velocity. This will usher in the world of big data supply chains. New platforms will evolve to
enable business management (operational decision making based on flexible IT enabled
business rules) and to better manage trading relationships. We predict that these will become
encapsulated into future architectures and will look more like those depicted in figure 5.
Copyright © 2012 Supply Chain Insights LLC Page 12
Figure 5: A Future State of Supply Chain Applications
This will be a shift from enterprise to value-network solutions and from an industry approach to
value-based outcomes powered through trading networks. Processes will be mapped outside-in.
The emphasis will be on horizontal processes. Revenue management and systems of
commerce will evolve and mature. It will not happen overnight. Instead, organizations will find
themselves pulled in the direction and evolution of a new definition of supply chain architectures
(reference figure 5). These will be radically different from the traditional systems deployed today
in eight areas:
• Analytics to Improve. New forms of pattern recognition, predictive analytics and
learning systems will surround today’s transactional systems. This will be for both
structured and unstructured data. It will include text mining, rules-based ontologies and
more advanced optimization. These new forms of analytics will power deeper analytics
on wider data sets with less latency.
• Enterprise Collaboration. These applications will include a collaborative layer (e.g., an
enterprise social application) that will enable a new form of partner collaboration. We
can see the beginning evolution of this type of functionality in SAP StreamWork and the
new releases by INFOR. The inclusion of social technologies in enterprise applications
of ERP and APS will outpace the use of enterprise social technologies like Yammer,
Copyright © 2012 Supply Chain Insights LLC Page 13
Socialcast and Salesforce Chatter or social community technologies like Jive or
Lithium. Enterprise collaboration will become a requirement in enterprise solutions.
• Inter-enterprise Adaptors. Today’s supply chains respond. They do not sense. The
response is not based on market shifts. Instead, it is based on a historic rote response
based on the history of the enterprise. As companies build systems to sense demand
and supply shifts, demand signal and supply signal repositories (DSR and SSR) will
evolve to enable the harmonization and normalization of information about products and
calendars for category management, and also terms and conditions for contract
management. The traditional applications of Customer Relationship Management (CRM)
and Sourcing Relationship Management (SRM) will slowly become legacy applications
as companies realize that they are not the right adaptors for the definition of inter-
enterprise relationships.
• Evolution of Inter-enterprise Systems of Record. Today, business rules change daily
through posts to portals. The tracking of these changes is difficult because there is no
inter-enterprise system of record to capture and record compliance requirements at the
time of the transaction (e.g., order capture, order shipment, payment systems, etc.). As
companies build safe and secure supply chains, and work to reduce costs, an inter-
enterprise system of record will evolve.
• Cloud-based Services. Companies currently operating inter-enterprise data models
will start to include services for real-time benchmarking, content management and event
monitoring. While the excitement about cloud-based computing will start an effort to find
a better way to solve a business problem (e.g., supply or demand visibility), or improve
inter-enterprise analytics, the power will come from new forms of services.
• Will Win on Analytics. Slowly companies will evolve to embrace the fact that analytics
means more than rows and columns. The evolution of systems for visualization,
learning and decision support will spawn a new generation of best-of-breed solutions.
Copyright © 2012 Supply Chain Insights LLC Page 14
• Master Data Management Redefined. Text mining and search technologies in the
evolution of big data systems will transform the traditional thinking about master data
management. Increasingly, companies will realize that they do not have “dirty data.”
Instead, there will be an awakening that they have “different” and “changing” data that
needs to be normalized, harmonized and interpreted. A semantic layer within the
predictive analytics technologies will make the conventional views of hard coding master
data obsolete. For most, this cannot happen fast enough.
• Ease of Use. While the current technologies were based on the assumption that “tight
integration” drives supply chain excellence, these systems will be built based on a new
standard of data visualization, “what-if analysis,” and simulation.
The Definition of Supply Chain Excellence
While companies are confused and disappointed in technology, they continue to make
organizational commitments to building supply chain excellence. In the survey, 64% of
companies had a center of excellence. As seen in figure 6, the organizational charters of the
centers are very similar. The centers have a common agenda to focus on defining best
practices, metrics, planning, inventory and the development of horizontal processes. The focus
is primarily on the center of the supply chain (manufacturing, logistics and distribution). Sales
policies and procurement decisions are still operated in functional silos. The ends of the supply
chain are more fragile than the center.
The organization is eight times more likely to have a center of excellence than six years ago;
however, the progress is slow. Most organizations are struggling with how to drive progress.
We wanted to know more, so we asked “Why?”
Copyright © 2012 Supply Chain Insights LLC Page 15
Figure 6: Current state of Supply Chain Centers of Excellence
In discussions of the data with supply chain leaders, we find that the centers of excellence are
currently experiencing a backlash. While companies have established “global” teams, the
definition of “global” is different by industry and within an organization. The lack of definitive
governance policies and clear definitions of supply chain excellence is a limitation for these
supply chain centers of excellence to move forward.
Across organizations, global is not global. In the survey, 43% of companies are operating as
multinational organizations with the regions having most of the power. In organizational design,
there is no one “right answer,” but it does need to be consciously defined. In working with
organizations, we find that they state that they are global, but fail to adequately define the role of
global planning and regional execution or regional planning and global oversight. This lack of
definition drives organizational confusion. To move forward, companies need to consciously
define these relationships and the governance for supply chain processes.
Copyright © 2012 Supply Chain Insights LLC Page 16
Figure 7: Current Definition of Global Supply Chains
While companies began the journey believing that process was the starting point, they are
quickly finding that process in the absence of supply chain strategy results in confusion.
Confusion on supply chain strategy is the norm, not the exception. Over 85% of companies are
confused on their definition of supply chain excellence.
There are two primary issues: the lack of clear definition and the lack of metrics alignment.
While terms like “agility,” “responsiveness,” and “flexibility” are bandied about in annual plans, in
most organizations they lack sufficient definition to make them actionable. Instead, the supply
chain organization is largely measured on cost. While leaders understand that the supply chain
is a driver of value, not just cost arbitrage, in most organizations there is not this realization. In
these organizations, it is all about cost mitigation.
The building of the extended supply chain from the customer’s customer to the supplier’s
supplier is still a goal, but there has been little progress. The largest stumbling block lies in the
reward systems. While the sales organization is typically rewarded on volume, not value, and
marketing is rewarded on market-share, not profitable growth, and the interaction with the
customer is the most critical opportunity for the definition of opportunities for the extended
Copyright © 2012 Supply Chain Insights LLC Page 17
supply chain, the supply chain leader is struggling for a seat at the table. While the customer
wants to talk about value-based outcomes, supply chain leader to supply chain leader, only the
enlightened company realizes the opportunity. To maximize value, these outside-in process
definitions need to be defined relationship by relationship.
Slowly, bit by bit, companies are trying to turn the supply chain on its ear and invest in the
building of outside-in, horizontal processes. These are designed to enable both the global and
the extended supply chain. However, as shown in figure 8, companies are more satisfied with
the evolution of “vertical” processes within the centers of excellence (traditional functions of
deliver, make and source) than the horizontal processes of S&OP, revenue management and
supplier development. In interviews, the gap is largely one of leadership. Horizontal process
excellence is dependent on a clear definition of supply chain excellence.
Figure 8: Gaps in Importance Versus Performance of Focused Efforts by the Centers of Excellence.
Copyright © 2012 Supply Chain Insights LLC Page 18
Recommendations The supply chain leader is frustrated. Progress is slow, tough and often thankless. The gaps in
technology are a handicap. The process evolution is a journey. We move forward by moving
forward:
• Clearly Define Supply Chain Excellence. The most effective supply chain may not be
the most efficient supply chain. Analyze how many supply chains you have and define
the supply chain response. There is no “easy button.”
The definition of supply chain strategy needs to precede process. It is a critical link to
connect business strategy to supply chain process definition. Without a clear definition
of strategy, supply chain teams do not know how to make the trade-offs in planning and
supply chain execution. So instead of aimlessly looking for supply chain best-practices,
focus on how to define the supply chain strategy that drives supply chain excellence for
your organization. In figure 9, we share a framework that has helped many customers.
Figure 9: A Framework to Define Supply Chain Excellence.
Copyright © 2012 Supply Chain Insights LLC Page 19
• Define the Terms to Make the Strategy Actionable. Make the supply chain strategy
actionable. Focus on the definition of commonly-used terms that do not have an
industry-standard definition. This includes terms like agility, demand-driven, global,
efficiency, outside-in, resilience, and responsive.
• Focus Horizontally and Outside-in. As you prepare for the next generation of
applications, plan for the next generation of solutions that will be horizontal and outside-
in. Define how social/mobile and digital technology convergence can enable new
capabilities through the reduction of data latency. Challenge your teams to think about
the impact of using new forms of data analytics.
• Let the Past Go. Focus forward. Learn from the past. Yesterday’s technology
investments are history. Look forward. We can do it better next time. The gaps in
current technology platforms are real. Companies scrambled to respond to global
market pressures and Y2K. What we have today does not represent emerging best
practices. We are entering into a time of redefinition where the existing definitions of
ERP and APS will become obsolete. As a result, if you are in the middle of a multi-year
ERP roll-out, consider scaling it back to ensure that the organization is well prepared to
absorb this next technology wave.
• Embrace New Technology. In 69% of companies, the center of excellence is
evaluating new technologies. Focus this effort on the use of technology to drive a
process step change. Ask yourself five questions:
o How could we use mobility? When we do, how will we embrace real-time data
(versus being handicapped with near real-time data)?
o How will big data change our supply chains? What types of data can we use now
that were not available before? How could this change our process?
o As new forms of predictive analytics evolve, how will we take advantage of this
new and valuable form of technology?
o Cloud computing offers the promise to connect the extended supply chain. How
will we take advantage of not only the software capabilities, but also the content
and benchmarking that will evolve with these systems? How will we use these
new forms of technology to build effective business networks?
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o How do we use new forms of data to sense? To listen? To test and learn?
Today’s supply chains respond; they do not sense. The promise of new
technologies to improve sensing and drive a test-and-learn response is
promising, but can only be actualized if we change traditional supply chain
thinking.
• Don’t Confuse the Systems of Record with the Systems of Business Support. As
companies purchase technologies, they often will apply the rigid requirements of
“systems of record” to technologies that are designed to improve decision support.
Recognize the difference and purchase for ease of use, data model validity and “what-if”
capabilities.
Conclusion As we close the first three decades of supply chain management, the future lies before us. New
technologies will drive new capabilities for those that can learn from the past and move forward
to the future. Leaders will realize that the practices of the past—often referred to as “best
practices”—are no longer sufficient and they will work within their companies to define new
practices based on new technologies. It is time to be bold. It is a revolution, not an evolution, of
processes and technologies.
Copyright © 2012 Supply Chain Insights LLC Page 21
Appendix Report demographics of survey participants:
Supply chain organizations do not have a common definition. For the purposes of this study, the
respondents defined their supply chains as:
Copyright © 2012 Supply Chain Insights LLC Page 22
About Supply Chain Insights LLC Supply Chain Insights LLC (SCI) is a research and advisory firm focused on reinventing the
analyst model. The services of the company are designed to help supply chain teams improve
value-based outcomes through research-based Advisory Services, a Dedicated Supply Chain
Community and Web-based Training. Formed in February 2012, the company is focused on
helping technology providers and users of technologies improve value in their supply chain
practices.
About Lora Cecere Lora Cecere (twitter ID @lcecere) is the Founder of Supply Chain Insights
LLC and the author of popular enterprise software blog Supply Shain
Shaman currently read by 4500 supply chain professionals. Her book,
Bricks Matter, publishes in the fall of 2012.
With over eight years as a research analyst with AMR Research, Altimeter Group, Gartner Group and now as a Founder of Supply Chain
Insights, Lora understands supply chain. She has worked with over 600
companies on their supply chain strategy and speaks at over 50
conferences a year on the evolution of supply chain processes and technologies. Her research
is designed for the early adopter seeking first mover advantage.