This document discusses 3 tips for improving supply chain predictability. It recommends (1) identifying vulnerable supply chain segments, (2) investing in digital capabilities like data collection and analytics tools, and (3) using data analytics to gain insights into potential disruptions and their impacts. Adopting these tips helps companies gain visibility, responsiveness, and flexibility to navigate uncertainties.
Navigating supply chain disruptions with an integrated control tower. The supply chain control tower provides complete visibility from high-level monitoring layers to execution details, so the executives can optimize, manage, plan and execute supply chain processes and operations faster and more accurately.
Learn more: https://www.tredence.com/solutions/supply-chain-control-tower
In few years only, Supply Chain Management became one of the trendiest topic for organizations facing globalized markets. But in parallel it also remained one of the foggiest topic for managers at every level.
To develop Managers' level of understanding, let's review the main tendencies forging Supply Chains in 2017.
Utilizing the Modern Industrial Supply Chain Strategies for Success in the Fu...Jose thomas
Modern ERP software Dubai complicated web of interconnected operations and players. Businesses may position themselves for future success by embracing technology, promoting teamwork, emphasizing data analytics, and focusing on sustainability. https://axolonerp.com/
#IBMInsight session presentation "Orchestrating a Customer-Activated Supply Chain"
Assembling the pieces of a customer-activated supply chain involves activities on three dimensions: Sharpen visibility and insight, Partner for innovation, Become customer-activated
IBM supply chain analytics solutions to leverage Big Data
More at ibm.biz/BdEPRX
Navigating supply chain disruptions with an integrated control tower. The supply chain control tower provides complete visibility from high-level monitoring layers to execution details, so the executives can optimize, manage, plan and execute supply chain processes and operations faster and more accurately.
Learn more: https://www.tredence.com/solutions/supply-chain-control-tower
In few years only, Supply Chain Management became one of the trendiest topic for organizations facing globalized markets. But in parallel it also remained one of the foggiest topic for managers at every level.
To develop Managers' level of understanding, let's review the main tendencies forging Supply Chains in 2017.
Utilizing the Modern Industrial Supply Chain Strategies for Success in the Fu...Jose thomas
Modern ERP software Dubai complicated web of interconnected operations and players. Businesses may position themselves for future success by embracing technology, promoting teamwork, emphasizing data analytics, and focusing on sustainability. https://axolonerp.com/
#IBMInsight session presentation "Orchestrating a Customer-Activated Supply Chain"
Assembling the pieces of a customer-activated supply chain involves activities on three dimensions: Sharpen visibility and insight, Partner for innovation, Become customer-activated
IBM supply chain analytics solutions to leverage Big Data
More at ibm.biz/BdEPRX
Explore the significance of transparency and traceability in fostering sustainable supply chains in this insightful PDF. Discover how these essential elements drive accountability, ethical practices, and environmental stewardship, ensuring resilience and trust in modern business operations.
The Evolution of Digital Control Towers in Supply ChainTredence Inc
Corporations today want to leverage useful applications of the supply chain control tower. Organizations have copious amounts of data across their supply chain and related functions.
Learn more: https://www.tredence.com/solutions/supply-chain-control-tower
Leap Ahead In Your Retail Game With Digitalised Supply ChaineTailing India
The application of emerging technologies in supply chains can help organisations better fulfill the needs of their customers. Hence, this week, we are going to study on the changing efficiency of the logistics network in our Logistics Week Series. Here is our 1stpart of the series where we try to understand the impact of digitalisation on supply chain.
Dear students get fully solved assignments by professionals
Send your semester & Specialization name to our mail id :
stuffstudy5@gmail.com
or
call us at : 098153-33456
Supply Chain Visibility. It is not that simple as it seems to beUtah Tech Labs
In the bustling sphere of modern commerce, one concept stands out as a revolutionary game-changer: Supply Chain Visibility. But it's more than just tracking a product from Point A to B.
🔍 What's the Real Impact?
Beyond mere tracking, it's about leveraging technology & data to streamline operations, diminish risks, and skyrocket customer satisfaction.
📊 A striking stat: 48% of manufacturing giants (with revenue over 5B$) are embracing digital supply chain programs. But there's a catch: Many are unclear on the modern digital definition, often resorting to outdated strategies.
💡 Key Insights:
- Real-time tracking and data access, from raw materials to finished products.
- Empowerment via IoT, Big Data Analytics, Blockchain, Cloud-Based Platforms.
- Hidden challenges of visibility deficits: Inefficiencies, escalated risks, dwindling customer satisfaction, missed innovation opportunities.
🤝 Collaboration is Key:
Supply chain visibility is about establishing a holistic view across the entire business ecosystem.
🚀 Strategies for Elevating Supply Chain Visibility:
1. Embrace cutting-edge tech: IoT, Cloud Solutions, Big Data.
2. Collaborate beyond borders.
3. Standardize data & processes.
4. Capitalize on real-time tracking.
5. Utilize predictive analytics.
6. Keep an eye on KPIs.
7. Amp up security measures.
8. Equip your team with the right training.
9. Commit to continuous enhancement.
10. Always align with overarching business goals.
🔗 Utah Tech Labs: Your Guide to Supply Chain Mastery
Supply chain visibility is your business compass, and at Utah Tech Labs, we ensure you're equipped with the best tools for a successful journey.
Want to deep dive into optimizing your supply chain? Let’s connect. https://lnkd.in/guFDDckN
Continue reading the article: https://lnkd.in/gEbT9mpb
#SupplyChain #Visibility #Innovation #TechTrends #UtahTechLabs
Fact or Fiction – You Can Manage All Your Supplier Information, Transactions ...Tradeshift
Five or six years ago this would have been fiction hands down, and for many companies now, it might as well be. Using multiple disconnected systems, or manual methods, to manage suppliers and all their information, including invoices, purchase orders, and supply chain risk has been the norm. Doing things this way created a bevy of challenges and limitations—information silos, exposure to risk and overall lack of visibility into supplier relationships.
What if you could onboard your suppliers once for procure-to-pay transactions, and in the same place manage supplier master data, plus have access to real-time information helping you to mitigate your supply chain risk?
This webinar with Tradeshift and Riskmethods discusses how to:
Connect to all your suppliers and from one place
Consolidate all supplier related processes and information
Protect your organization from supply chain disruptions and risky suppliers
Get transparency into potential risks across your supply chain
Actually achieve high adoption among internal users and suppliers.
Global supply chains have been steadily growing in complexity for years – spurred by the proliferation of e-commerce and increasing consumer expectations (widely deemed the “Amazon Effect”). More recently, the COVID-19 pandemic accelerated those pre-existing dynamics and further highlighted the failings of a traditional, siloed, supply chain framework, as many companies found themselves underprepared and slow to respond to a shifting market environment. As a result, businesses have been motivated to re-evaluate their current technology and processes and are seeking solutions that emphasize visibility, adaptability, and automation across the supply chain.
At Catalyst Investors, we believe software and tech-enabled services enabling more efficient supply chain management are poised for outsized growth in the coming years. We are excited to meet and partner with growth stage companies that are driving forces behind more efficient supply chains.
Dear students get fully solved assignments
Send your semester & Specialization name to our mail id :
“ help.mbaassignments@gmail.com ”
or
Call us at : 08263069601
What is the role of data analysis in supply chain management.pdfSoumodeep Nanee Kundu
Supply chain management is a complex, interconnected system that plays a critical role in the success of businesses and the satisfaction of consumers. Data analysis is emerging as a key driver for improved decision-making, efficiency, and competitiveness within the supply chain. This essay provides a comprehensive exploration of the role of data analysis in supply chain management. It covers the fundamental concepts, data sources, analytical techniques, and real-world applications, shedding light on how data analysis transforms supply chain operations, enhances visibility, and paves the way for a more resilient and agile supply chain.
Supply chain management is the backbone of modern business operations, encompassing the planning, sourcing, manufacturing, logistics, and delivery of products and services to consumers. In an era characterized by globalization, rapid technological advancements, and shifting consumer demands, supply chains are under constant pressure to adapt and optimize their operations. This necessitates the utilization of data analysis, which has emerged as a powerful tool for gaining insights, improving decision-making, and enhancing the overall efficiency and effectiveness of supply chain management.
Top technology trends in supply chain & logistics industryArindam Bakshi
Technology plays a very important part in determining the success of a supply chain. This e-book is primarily meant to inform you about the present day technologies that are heavily involved in determining the efficiency and productivity of the logistics and supply chain industry.
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
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Similar to Supply chain predictability - English.pdf
Explore the significance of transparency and traceability in fostering sustainable supply chains in this insightful PDF. Discover how these essential elements drive accountability, ethical practices, and environmental stewardship, ensuring resilience and trust in modern business operations.
The Evolution of Digital Control Towers in Supply ChainTredence Inc
Corporations today want to leverage useful applications of the supply chain control tower. Organizations have copious amounts of data across their supply chain and related functions.
Learn more: https://www.tredence.com/solutions/supply-chain-control-tower
Leap Ahead In Your Retail Game With Digitalised Supply ChaineTailing India
The application of emerging technologies in supply chains can help organisations better fulfill the needs of their customers. Hence, this week, we are going to study on the changing efficiency of the logistics network in our Logistics Week Series. Here is our 1stpart of the series where we try to understand the impact of digitalisation on supply chain.
Dear students get fully solved assignments by professionals
Send your semester & Specialization name to our mail id :
stuffstudy5@gmail.com
or
call us at : 098153-33456
Supply Chain Visibility. It is not that simple as it seems to beUtah Tech Labs
In the bustling sphere of modern commerce, one concept stands out as a revolutionary game-changer: Supply Chain Visibility. But it's more than just tracking a product from Point A to B.
🔍 What's the Real Impact?
Beyond mere tracking, it's about leveraging technology & data to streamline operations, diminish risks, and skyrocket customer satisfaction.
📊 A striking stat: 48% of manufacturing giants (with revenue over 5B$) are embracing digital supply chain programs. But there's a catch: Many are unclear on the modern digital definition, often resorting to outdated strategies.
💡 Key Insights:
- Real-time tracking and data access, from raw materials to finished products.
- Empowerment via IoT, Big Data Analytics, Blockchain, Cloud-Based Platforms.
- Hidden challenges of visibility deficits: Inefficiencies, escalated risks, dwindling customer satisfaction, missed innovation opportunities.
🤝 Collaboration is Key:
Supply chain visibility is about establishing a holistic view across the entire business ecosystem.
🚀 Strategies for Elevating Supply Chain Visibility:
1. Embrace cutting-edge tech: IoT, Cloud Solutions, Big Data.
2. Collaborate beyond borders.
3. Standardize data & processes.
4. Capitalize on real-time tracking.
5. Utilize predictive analytics.
6. Keep an eye on KPIs.
7. Amp up security measures.
8. Equip your team with the right training.
9. Commit to continuous enhancement.
10. Always align with overarching business goals.
🔗 Utah Tech Labs: Your Guide to Supply Chain Mastery
Supply chain visibility is your business compass, and at Utah Tech Labs, we ensure you're equipped with the best tools for a successful journey.
Want to deep dive into optimizing your supply chain? Let’s connect. https://lnkd.in/guFDDckN
Continue reading the article: https://lnkd.in/gEbT9mpb
#SupplyChain #Visibility #Innovation #TechTrends #UtahTechLabs
Fact or Fiction – You Can Manage All Your Supplier Information, Transactions ...Tradeshift
Five or six years ago this would have been fiction hands down, and for many companies now, it might as well be. Using multiple disconnected systems, or manual methods, to manage suppliers and all their information, including invoices, purchase orders, and supply chain risk has been the norm. Doing things this way created a bevy of challenges and limitations—information silos, exposure to risk and overall lack of visibility into supplier relationships.
What if you could onboard your suppliers once for procure-to-pay transactions, and in the same place manage supplier master data, plus have access to real-time information helping you to mitigate your supply chain risk?
This webinar with Tradeshift and Riskmethods discusses how to:
Connect to all your suppliers and from one place
Consolidate all supplier related processes and information
Protect your organization from supply chain disruptions and risky suppliers
Get transparency into potential risks across your supply chain
Actually achieve high adoption among internal users and suppliers.
Global supply chains have been steadily growing in complexity for years – spurred by the proliferation of e-commerce and increasing consumer expectations (widely deemed the “Amazon Effect”). More recently, the COVID-19 pandemic accelerated those pre-existing dynamics and further highlighted the failings of a traditional, siloed, supply chain framework, as many companies found themselves underprepared and slow to respond to a shifting market environment. As a result, businesses have been motivated to re-evaluate their current technology and processes and are seeking solutions that emphasize visibility, adaptability, and automation across the supply chain.
At Catalyst Investors, we believe software and tech-enabled services enabling more efficient supply chain management are poised for outsized growth in the coming years. We are excited to meet and partner with growth stage companies that are driving forces behind more efficient supply chains.
Dear students get fully solved assignments
Send your semester & Specialization name to our mail id :
“ help.mbaassignments@gmail.com ”
or
Call us at : 08263069601
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Supply chain management is a complex, interconnected system that plays a critical role in the success of businesses and the satisfaction of consumers. Data analysis is emerging as a key driver for improved decision-making, efficiency, and competitiveness within the supply chain. This essay provides a comprehensive exploration of the role of data analysis in supply chain management. It covers the fundamental concepts, data sources, analytical techniques, and real-world applications, shedding light on how data analysis transforms supply chain operations, enhances visibility, and paves the way for a more resilient and agile supply chain.
Supply chain management is the backbone of modern business operations, encompassing the planning, sourcing, manufacturing, logistics, and delivery of products and services to consumers. In an era characterized by globalization, rapid technological advancements, and shifting consumer demands, supply chains are under constant pressure to adapt and optimize their operations. This necessitates the utilization of data analysis, which has emerged as a powerful tool for gaining insights, improving decision-making, and enhancing the overall efficiency and effectiveness of supply chain management.
Top technology trends in supply chain & logistics industryArindam Bakshi
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Test Automation with generative AI and Open AI.
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As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
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Supply chain predictability - English.pdf
1. 3 Ways To Kickstart Your Supply
Chain Predictability
For brands and retailers
2. OUTLINE
1. What is supply chain predictability?
2. Why is supply chain predictability important?
3. Which factors determine supply chain predictability?
4. 3 tips on how to get started with supply chain predictability.
► Getting ready to go digital
► Supply chain mapping and identifying vulnerablesupply chain segments
► Getting ahead with data analytics
5. Appendix
2
4. WHAT IS SUPPLY CHAIN PREDICTABILITY
Supply chain predictability allows companies and manufacturersto be fully equipped with data, insights and systematic
flexibility to navigateuncertainties.
4
The model of supply chain maturity (1)
5. CHALLENGES WITH SUPPLY CHAIN PREDICTABILITY
Why supply chain managers should steer away from conventionalapproaches:
Traditional supply chain management is linear, and heavily manual.
The impact of risks is extremely disruptiveand magnified with a domino effect.
As historical data on low-probability, high-impact eventsare limited or nonexistent,companies
risk operational stability by following the traditional supply chain model. (2)
In a McKinsey survey of
supply chain executives: 90%
expect to adopt
technologies
for supply chain
planning over
the next five
years.
4/5
expect to or
already use AI
and machine
learning in
planning.
5
6. FACTORS CONTRIBUTING TO SUPPLY CHAIN PRESSURES
Businesses operating in the world of modern supply chain are affected by the following pressures (3):
6
7. FACTORS CONTRIBUTING TO SUPPLY CHAIN PRESSURES
Businesses operating in the world of modern supply chain are affected by the following pressures (3):
7
9. WHY IS SUPPLY CHAIN PREDICTABILITY IMPORTANT?
A survey with 360 senior executives in operations and supply chain management shows (5):
Only 12% of companies are
sufficiently protected against
future disruptions in supply
chains and operations (5)
88% need to build
resilience and predictability
urgently (5)
23% of supply chain leaders
expect to have a digital
ecosystem by 2025, up from
only 1% currently (4)
9
11. WHICH FACTORS DETERMINE SUPPLY
CHAIN PREDICTABILITY?
Visibility and responsiveness on production line:
having access to real time and accuratedata a multiple levels of
supply chain operation allows all stakeholders to take decisive action
in a timely manner when disruption occur. (6)
*Read more about supply chain visibilityand automation here.
Supply chain predictability depends on three fundamental factors:
1
11
12. WHICH FACTORS DETERMINE SUPPLY
CHAIN PREDICTABILITY?
The level of advanced data analytics:
an efficient and transparentdata collection framework will help
companies to transform the decision-making process. Companies that
are equipped with predictivedata analytics (e.g., using machine
learning algorithms) benefits from greater understanding of customers’
and suppliers’ behavior,product quality management, lead time
management and demand forecasting. (7)
*Read more about supply chain visibilityand automation here.
Supply chain predictability depends on three fundamental factors:
2
12
13. WHICH FACTORS DETERMINE SUPPLY
CHAIN PREDICTABILITY?
Integrated automation:
supply chain automation allows companies to fast-track processes,
improveturnaround times and minimize human errors in predicting
and identifying potential challenges to address. (8)
*Read more about supply chain visibilityand automation here.
Supply chain predictability depends on three fundamental factors:
3
13
14. 3 TIPS ON HOW TO GET STARTED WITH
SUPPLY CHAIN PREDICTABILITY
14
15. STEP 1: IDENTIFY VULNERABLE AREAS
Prioritize resources to:
15
Identify areas that are prone to higher risks within your supply
chain operations:
Work with your suppliers and other stakeholders to assess each critical
segment of your supply chain. (3)
1
16. STEP 1: IDENTIFY VULNERABLE AREAS
Prioritize resources to:
16
Mitigate risks by building supply chain redundancy:
► Establish vendors' profiles to reduce dependencies.
• Collaborate with vendors and suppliers to establish visibilityover
operations and the production floor to develop a strategyfor
redundancy and predictability throughout the whole supply chain
funnel (3)
2
Questions to ask:
► If this segment is disrupted, what impacts will this have on customers and revenue?
► How quickly can your supplier recover when disruption happens?
► When disruption in supplies happens, what is the magnitude of this disruption upon your entire supply chain ecosystem?
17. STEP 2: INVEST IN DIGITAL CAPABILITIES
Supply chain maturity starts at a transitional stage of digital adoption.
There are four stages of digital maturity:
17
The 4 stages of supply chain maturity
(Recreated from PWC 2016) (9)
18. STEP 2: INVEST IN DIGITAL CAPABILITIES
Follow these 5 steps to mature your digital capabilities and build resilience:
18
5 key steps to start building digital capabilities (9)
BONUS TIP:
Cloud solutions using A.I and Machine Learning are available to address different segments of supply chain. You can
implement business-changing technologies without the need to invest in complex and pricy projects.
19. STEP 2: INVEST IN DIGITAL CAPABILITIES
19
Question to ask yourself: Which capabilitiesshould you invest in? (11)
► Would it help to identify hidden exposures?
► Would it help you to avoid the need for predictions about rare events?
► Would it revealsupply chain dependencies and bottlenecks?
20. STEP 2: INVEST IN DIGITAL CAPABILITIES
20
Question to ask yourself: What benefits would digital capabilitiesbring to your business?
► Information sharing and collaborativeplatforms for global stakeholders (brands/retailers,
and their suppliers)
► Real time data collection, management solutions to guaranteedatahygiene.
► Production performance management tools (e.g., product quality management, lead
time management).
21. STEP 3: START LOOKING INTO DATA ANALYTICS
► Data analytics enables digital supply
chains visibility over everyaspect of the
movement of goods
► Data analytics determines a company's
ability to prescribe how the supply
chain should operate. (3)
21
The three layers of insights (10)
22. STEP 3: START LOOKING INTO DATA ANALYTICS
► Data hygiene(clean data) enables
better data analytics, which helps
supply chain managers answer the
following questions (3)
:
22
How might a
potential
disruption such as
covid-19 affect
the supply chain?
How risky would
such a scenario
be? What can the
company do to
minimize these risks
or the impact of
these risks?
What is the strategy
to optimize the cost
to recover from
disruptions?
24. STEP 3: INSPECTORIO EXPERT ADVICE
24
Q: What should brands and retailers keep in mind when selecting a technology partner?
Khanh Pham, Head of Data Science at Inspectorio : “If brands and retailers want to standardize and
optimize their quality operations with machine learning and automation, they should work with
technology partnersthat havethe appropriatedata science expertise to deliver on the benefits this
kind of technology can bring.
Like I mentioned previously,enabling an automated risk-based quality program is a journey — brands
and retailers need to choose a partner that will work with them throughout theentire journey.”
25. KEY TAKEAWAYS
To improveyour supply chain visibility and predictability,followthese key steps:
25
Step 1: Identify the segments within your supply chain operations that are most vulnerableto
disruption.Havea strategy in place to mitigate risks through theapplication of digital tools and
build a collaborative program among partners.
Step 2: Identify your current digital capabilitiesand define a strategy toadopt appropriate
digitalsolutions to adopt at each stage of your development.
Step 3: Investigateany data silos that are preventing you from making data-drivendecisions.
Define the level of data hygiene, the efficiency of data collection process within your supply
chain system. Identify tools and solutions to addressthese pain points.
26. Contact Us
Visit our website:
www.inspectorio.com
Or send us an email:
marketing@inspectorio.com Schedule a call with us!
Want to learn how to get started
with supply chain predictability?
27. APPENDIX
(1) David Frederick Ross, Distribution Planning and Control, Springer 2015, Link
(2) David Simchi-Levi, et al., From Superstorms to FactoryFires: ManagingUnpredictable Supply-Chain Disruptions, Harvard BusinessReview 2014, Link
(3) PWC, Balancing just-in-time with just-in-case: Profitable redundancy in supply chains, PWC 2021, Link
(4) World Economic Forum, The ResiliencyCompass: Navigating Global Value Chain Disruption in an Age of Uncertainty, World Economic Forum2021, Link
(5) Gartner, Reinventing SupplyChain for the Future, Gartner 2022, Link
(6) Jeff Stiles, 5 Strategies for Building a Resilient SupplyChain in Turbulent Times, Oracle 2020, Link
(7) David Simchi-Levi & Kris Timmermans, A Simpler Wayto Modernize Your Supply Chain, Harvard Business Review 2021, Link
(8) Oliver Freeman, How RPA is Revolutionising SupplyChain Networks, Supply Chain Digital 2021, Link
(9) PWC, How digitization makesthe supplychain more efficient, agile, and customer-focused, PWC 2016, Link
(10) Inspectorio, How To Use Data ScienceTo Predict QualityRisk, Inspectorio 2021, Link
(11) Ryan Fletcher, Building a flexible supply chain in low-volume, high-mix industrials, McKinsey & Company 2020, Link
27