Economic benefits of using IoT at Enterprise Level. How IoT improves optimization of supply chains. Boeing, major automaker, Healthcare system included in case studies.
Big Data BlackOut: Are Utilities Powering Up Their Data Analytics?Capgemini
Analytics is seeing greater recognition amongst utility executives. Our research showed that 80% of utilities consider big data analytics as a source of new business opportunities and 75% see it as crucial for future success. Big Data indeed offers an exciting opportunity to transform utility operational effectiveness, while at the same time dealing with the historical problem of low customer satisfaction. Take operational efficiency alone. The annual cost of weather-related power outages to the U.S. economy is estimated to be between $18 billion to $33 billion. Organizations can use Big Data analytics to detect operational challenges and prevent outages, substantially reducing costs. Big Data also affords opportunities to utilities for inventing new business models through the data generated by the smart infrastructure.
The analytics opportunity for utilities is clear, but there continues to be a lack of real impetus and value delivery. Only 20% have already implemented big data analytics initiatives. What is putting the brakes on utilities?
In this paper, we highlight the big data opportunities that utilities can leverage and identify the challenges that are currently holding them back. We conclude the paper with concrete recommendations on how to ensure analytics drive business value.
In this piece, we explore how AI has the potential to deliver the active management that will be required for the grid of the future. Powerful intelligence will be able to balance grids, manage demand, negotiate actions, enable self-healing and facilitate a host of new products and services.
From grid infrastructure analytics to consumer analytics, the true power of data is starting to be realized. Greentech Media Co-Founder and President, Rick Thompson, sets the stage for the days presentations and panels.
The document summarizes Indigo Advisory Group's utility strategic planning services. It outlines their UtiliSME methodology which provides strategic planning, management, and execution services to utilities. The methodology involves conducting an assessment, developing strategic goals and initiatives, defining metrics and KPIs, and creating an implementation plan. It also discusses trends impacting utilities and the importance of strategic planning given changes in areas like regulation, markets, technology, and customer behavior.
Strategies to Monetize Energy Data - How Utilities Can Increase Their 'Earnin...Indigo Advisory Group
In this piece we highlight the utility data monetization imperative and how utilities can build the right strategies to take advantage of this opportunity
Artificial intelligence in Energy and Utilities – Market OverviewIndigo Advisory Group
Artificial Intelligence has been around for decades, however, over the past 2-3 years the technology has been finding applications across a series of sectors, including energy and utilities. This presentation includes some of the highlights given on an Engerati Webinar on September 27th including three major application areas.
Big Data BlackOut: Are Utilities Powering Up Their Data Analytics?Capgemini
Analytics is seeing greater recognition amongst utility executives. Our research showed that 80% of utilities consider big data analytics as a source of new business opportunities and 75% see it as crucial for future success. Big Data indeed offers an exciting opportunity to transform utility operational effectiveness, while at the same time dealing with the historical problem of low customer satisfaction. Take operational efficiency alone. The annual cost of weather-related power outages to the U.S. economy is estimated to be between $18 billion to $33 billion. Organizations can use Big Data analytics to detect operational challenges and prevent outages, substantially reducing costs. Big Data also affords opportunities to utilities for inventing new business models through the data generated by the smart infrastructure.
The analytics opportunity for utilities is clear, but there continues to be a lack of real impetus and value delivery. Only 20% have already implemented big data analytics initiatives. What is putting the brakes on utilities?
In this paper, we highlight the big data opportunities that utilities can leverage and identify the challenges that are currently holding them back. We conclude the paper with concrete recommendations on how to ensure analytics drive business value.
In this piece, we explore how AI has the potential to deliver the active management that will be required for the grid of the future. Powerful intelligence will be able to balance grids, manage demand, negotiate actions, enable self-healing and facilitate a host of new products and services.
From grid infrastructure analytics to consumer analytics, the true power of data is starting to be realized. Greentech Media Co-Founder and President, Rick Thompson, sets the stage for the days presentations and panels.
The document summarizes Indigo Advisory Group's utility strategic planning services. It outlines their UtiliSME methodology which provides strategic planning, management, and execution services to utilities. The methodology involves conducting an assessment, developing strategic goals and initiatives, defining metrics and KPIs, and creating an implementation plan. It also discusses trends impacting utilities and the importance of strategic planning given changes in areas like regulation, markets, technology, and customer behavior.
Strategies to Monetize Energy Data - How Utilities Can Increase Their 'Earnin...Indigo Advisory Group
In this piece we highlight the utility data monetization imperative and how utilities can build the right strategies to take advantage of this opportunity
Artificial intelligence in Energy and Utilities – Market OverviewIndigo Advisory Group
Artificial Intelligence has been around for decades, however, over the past 2-3 years the technology has been finding applications across a series of sectors, including energy and utilities. This presentation includes some of the highlights given on an Engerati Webinar on September 27th including three major application areas.
Big Data big deal big business for utilities vesion 01Marc Govers
This document discusses how utilities companies can leverage big data. It defines big data and outlines how technology is generating more data from smart grids and devices. Utilities want to use big data to predict energy demand, optimize asset maintenance, and retain customers. However, data quality issues and a lack of infrastructure impede use. The solution involves establishing data governance, building an integrated data architecture and infrastructure including Hadoop, and developing data expertise through new roles and knowledge sharing. This can provide insights into energy demand and usage, improve asset and customer management, and support new products and services.
Infosys commissioned an independent market research company, Vanson Bourne, to investigate the use of digital technologies and key trends in nine industries. We surveyed 1,000 senior decision makers from business and IT, from large organizations with 1,000 employees or more and annual revenue of at least US$500 million.
The report aims to discover:
a) the surging tide of digital technology adoption in organizations – what is used and where?
b) the promised land of digital technology use, and the hurdles organizations face to get there
c) the biggest disruptive digital trends within the next three years and why organizations see them as vital to future success
The summary here presents the survey results and highlights the digital outlook that will define the healthcare industry strategy over the next three years.
Analog Devices is acquiring Linear Technologies to increase revenue from $3.43B to $5.26B and improve operating margins. The acquisition is expected to be accretive and potentially generate cost savings of up to 5% of revenue. This buy recommendation is based on the upside potential from synergies of the acquisition. However, if the acquisition fails to be completed, the upside potential would decrease and the recommendation would change to a hold. The report provides an analysis of Analog Devices' business segments, revenue sources, and growth drivers.
The document discusses how artificial intelligence (AI) and cognitive computing technologies are enabling new capabilities for supply chain management. These technologies can instrument, interconnect, and make intelligent decisions across supply chains. The document outlines how IBM offers digital operations solutions that leverage these technologies for real-time insights, predictive analytics, and digital transformation. It then provides examples of how early adopters are applying AI to challenges like demand forecasting, risk management, and sales and operations planning to drive unparalleled operational excellence.
Energy Data Analytics | Energy Efficiency | IndiaUmesh Bhutoria
1) The document discusses the results of a survey on the role of energy data analytics in driving energy efficiency practices in India.
2) The survey found that over 90% of respondents believe energy optimization is the best cost reduction strategy and that energy efficiency will be key. Nearly 90% see data analytics as important to energy efficiency strategies.
3) However, surprisingly only 46% considered data analytics would add significant value currently, despite acknowledging its benefits, showing reluctance in its application remains. Building capacity was seen as important to maximize returns from data analytics.
1) State and local governments are increasingly relying on network-delivered solutions like cloud services, big data analytics, and e-government applications to improve services while reducing costs. However, managing increasing bandwidth demands and ensuring network performance are top challenges for IT leaders.
2) The top five priorities for government IT leaders are improving cloud services, cybersecurity, business intelligence and analytics capabilities, modernizing legacy systems, and upgrading networking and communications infrastructure. Ensuring high network performance is critical to support these priorities and deliver benefits to organizations and citizens.
3) Upgrading to fiber-rich WANs that provide high bandwidth, low latency and high availability allows governments to securely access applications anywhere and transform service delivery through e-government
Autonomous subsea systems are expanding their capabilities to include production treatment and downhole operations. Advanced analytics and business simulation tools are being used to monitor field equipment, facilities, personnel and inventories across the oil and gas landscape. These tools combine sensor data with other data sources to enable reliable predictions and scenario testing. Asset integrity and performance management solutions are spreading rapidly due to factors like big data, the internet of things, cloud computing, and mobile technologies.
Research Suggests Government IT Spending Will Go UpJohn Davis
Government IT budgets are predicted to increase 1.3% annually until 2017 according to a Gartner study. This increase will allow chief information officers to better manage IT services. Much of the additional funding will be spent on data centers, IT services, and software, indicating a focus on centralized infrastructure. Priorities include modernizing legacy systems, cloud computing, and mobile devices. While internal technology may be cut, digitizing public services is a key government priority as agencies aim to provide more digital options to citizens.
These eight ERP trends will significantly impact the ability of manufacturers and distributors to increase visibility & control of enterprise processes, improve decision making through better data collection, integrate core business functions, and automate processes to increase efficiencies and reduce costs.
Going Big : Why Companies Need to Focus on Operational Analytics Capgemini
Over 70% of organizations surveyed now focus more on operational analytics than customer analytics. While operational analytics offers large potential benefits, few organizations are realizing that potential. Only 18% of organizations have extensively integrated operational analytics across business processes and achieved desired objectives, termed "Game Changers". Game Changers have a robust data strategy including integrated datasets, use of external and unstructured data, and high utilization of operations data. They have made analytics essential to operational decision making.
Aging infrastructure and increasing financial pressures are challenging utilities to improve asset management through tools that boost availability and minimize costs. Mobile and workforce management systems are being impacted by consumerization, smart grids, cloud delivery, and outsourcing. Advanced distribution management systems are improving network observability and supporting self-healing capabilities. Following smart meter deployments, utilities are pursuing meter data analytics for insights like energy theft detection and outage determination. Customer care, billing, trading and risk management applications automate processes across the customer and commodity life cycles.
SPARK16 Presentation: Connecting Facilities Performance Data with Your Real E...Urjanet
This document discusses the need for real estate investment strategies to integrate energy data with other facility performance data. It notes that considering total facility operating expenses beyond just energy can strengthen the business case for efficiency. Several large companies that have implemented comprehensive facility management systems are highlighted. The document predicts the market will consolidate around integrated workplace management systems that bring together various facility and real estate functions, while energy software becomes more specialized. Systems integrators and consultants are expected to drive further adoption of holistic facility optimization platforms.
- Organizations are increasingly adopting enterprise cloud strategies to enable digital transformation and remain competitive in the face of demands from customers, mobile workforces, and new technologies.
- Digital transformation requires flexible IT solutions and the ability to extract value from massive new data streams through business intelligence in order to empower employees, enhance customer experiences, and improve business processes.
- Successful digital strategies require cloud deployments that are tailored to an organization's specific needs and goals in order to deliver immediate value and support the organization as needs change over time.
The document discusses how construction companies can leverage analytics to gain competitive advantage in the growing construction industry. It argues that analytics can help companies optimize their market focus and position, lower costs by analyzing activities in their value chain, and improve speed and delivery. Companies that adopt analytics will be well positioned to capture more profitable market share and revenue as the construction industry expands in value.
AI on Demand: Data Science in OperationsAlexa Ienna
AI is right here, right now—and changing our lives. The ever-present need for business optimization, combined with a long history of applied statistics, explosive growth in available data and recent advances in cloud computing, has created a perfect storm of innovation. This presentation shows real-time AI in action, including case studies in recommender systems, anomaly detection, risk management, dynamic pricing and customer engagement.
The document discusses making the business case for spatial data infrastructures (SDI) and geographic information (GI) initiatives like INSPIRE. It provides tips for understanding digital strategies, setting strategic directions, identifying costs and benefits, and quantifying benefits. Case studies show cost-benefit ratios of 1:3 to 1:4 are achievable. Successful business cases link initiatives to outcomes, are done for the right reasons in partnership, and have futureproof technology strategies.
Give your Energy Auditing Business an EDGE with the Motor-Tool!Umesh Bhutoria
This document discusses how an energy auditing business can improve efficiency and gain competitive advantages by becoming a consulting partner for www.motor-tool.com. It notes that motors consume over 60% of electricity across industries, taking up significant auditing time to assess. As a partner, an auditing firm's motor data could be centralized on the tool, allowing them to standardize reporting, achieve operational excellence, and find new ways to engage customers through data analytics. Becoming a partner offers benefits like credits for data onboarding or referrals, and access to consulting opportunities with clients using the tool.
The document summarizes the global eDiscovery market. Key points include:
- eDiscovery solutions help organizations facilitate business processes by allowing them to exchange, review, collect, and preserve electronically stored information.
- Increasing mobile device usage, regulatory compliance needs, and a focus on reducing legal costs are driving demand for eDiscovery solutions.
- Vendors are focusing on partnerships, mergers, and acquisitions to expand their footprints and integrate new technologies into their solutions.
- North America currently dominates the market but Asia Pacific is expected to see strong growth in the coming years.
Patrick Couch - Intelligenta Maskiner & Smartare Tjänster IBM Sverige
Industriföretag, såväl tillverkare som användare av maskiner, fordon och utrustning, står inför ett paradigmskifte drivet av ökad global konkurrens, kunders förändrade efterfrågan samt det faktum att produkterna nu blir instrumenterade, ihopkopplade och mer intelligenta. Stora datamängder är inte ett buzzword för dessa företag, utan en reell verklighet som de behöver förhålla sig till för att säkra sin framtida verksamhet. I bästa fall omvandlar dessa företag denna teknologiska revolution (populärt kallad Internet of Things, Industrial Internet, M2M, Industri 4.0 etc.) till en motor för att utveckla verksamheten mot tillväxt och effektivare produktion. Detta skifte skapar framförallt stora möjligheter att förflytta sig mot leveranser av tjänster som kraftigt ökar mervärdet för kunderna, deras kunders kunder samt för producenten.
- Product Engineering Services growth slowed compared to overall IT services growth, with European service providers growing faster than large Indian heritage providers.
- Overall R&D spending among top companies increased slightly, with automotive and healthcare expected to increase spending while telecom and energy may decrease spending. Industry consolidation continued through M&As.
- Over 50 new R&D centers were announced to be set up globally, mostly in Asia focused on ISV/computer peripherals. India remained the most preferred location for R&D globalization.
Big Data big deal big business for utilities vesion 01Marc Govers
This document discusses how utilities companies can leverage big data. It defines big data and outlines how technology is generating more data from smart grids and devices. Utilities want to use big data to predict energy demand, optimize asset maintenance, and retain customers. However, data quality issues and a lack of infrastructure impede use. The solution involves establishing data governance, building an integrated data architecture and infrastructure including Hadoop, and developing data expertise through new roles and knowledge sharing. This can provide insights into energy demand and usage, improve asset and customer management, and support new products and services.
Infosys commissioned an independent market research company, Vanson Bourne, to investigate the use of digital technologies and key trends in nine industries. We surveyed 1,000 senior decision makers from business and IT, from large organizations with 1,000 employees or more and annual revenue of at least US$500 million.
The report aims to discover:
a) the surging tide of digital technology adoption in organizations – what is used and where?
b) the promised land of digital technology use, and the hurdles organizations face to get there
c) the biggest disruptive digital trends within the next three years and why organizations see them as vital to future success
The summary here presents the survey results and highlights the digital outlook that will define the healthcare industry strategy over the next three years.
Analog Devices is acquiring Linear Technologies to increase revenue from $3.43B to $5.26B and improve operating margins. The acquisition is expected to be accretive and potentially generate cost savings of up to 5% of revenue. This buy recommendation is based on the upside potential from synergies of the acquisition. However, if the acquisition fails to be completed, the upside potential would decrease and the recommendation would change to a hold. The report provides an analysis of Analog Devices' business segments, revenue sources, and growth drivers.
The document discusses how artificial intelligence (AI) and cognitive computing technologies are enabling new capabilities for supply chain management. These technologies can instrument, interconnect, and make intelligent decisions across supply chains. The document outlines how IBM offers digital operations solutions that leverage these technologies for real-time insights, predictive analytics, and digital transformation. It then provides examples of how early adopters are applying AI to challenges like demand forecasting, risk management, and sales and operations planning to drive unparalleled operational excellence.
Energy Data Analytics | Energy Efficiency | IndiaUmesh Bhutoria
1) The document discusses the results of a survey on the role of energy data analytics in driving energy efficiency practices in India.
2) The survey found that over 90% of respondents believe energy optimization is the best cost reduction strategy and that energy efficiency will be key. Nearly 90% see data analytics as important to energy efficiency strategies.
3) However, surprisingly only 46% considered data analytics would add significant value currently, despite acknowledging its benefits, showing reluctance in its application remains. Building capacity was seen as important to maximize returns from data analytics.
1) State and local governments are increasingly relying on network-delivered solutions like cloud services, big data analytics, and e-government applications to improve services while reducing costs. However, managing increasing bandwidth demands and ensuring network performance are top challenges for IT leaders.
2) The top five priorities for government IT leaders are improving cloud services, cybersecurity, business intelligence and analytics capabilities, modernizing legacy systems, and upgrading networking and communications infrastructure. Ensuring high network performance is critical to support these priorities and deliver benefits to organizations and citizens.
3) Upgrading to fiber-rich WANs that provide high bandwidth, low latency and high availability allows governments to securely access applications anywhere and transform service delivery through e-government
Autonomous subsea systems are expanding their capabilities to include production treatment and downhole operations. Advanced analytics and business simulation tools are being used to monitor field equipment, facilities, personnel and inventories across the oil and gas landscape. These tools combine sensor data with other data sources to enable reliable predictions and scenario testing. Asset integrity and performance management solutions are spreading rapidly due to factors like big data, the internet of things, cloud computing, and mobile technologies.
Research Suggests Government IT Spending Will Go UpJohn Davis
Government IT budgets are predicted to increase 1.3% annually until 2017 according to a Gartner study. This increase will allow chief information officers to better manage IT services. Much of the additional funding will be spent on data centers, IT services, and software, indicating a focus on centralized infrastructure. Priorities include modernizing legacy systems, cloud computing, and mobile devices. While internal technology may be cut, digitizing public services is a key government priority as agencies aim to provide more digital options to citizens.
These eight ERP trends will significantly impact the ability of manufacturers and distributors to increase visibility & control of enterprise processes, improve decision making through better data collection, integrate core business functions, and automate processes to increase efficiencies and reduce costs.
Going Big : Why Companies Need to Focus on Operational Analytics Capgemini
Over 70% of organizations surveyed now focus more on operational analytics than customer analytics. While operational analytics offers large potential benefits, few organizations are realizing that potential. Only 18% of organizations have extensively integrated operational analytics across business processes and achieved desired objectives, termed "Game Changers". Game Changers have a robust data strategy including integrated datasets, use of external and unstructured data, and high utilization of operations data. They have made analytics essential to operational decision making.
Aging infrastructure and increasing financial pressures are challenging utilities to improve asset management through tools that boost availability and minimize costs. Mobile and workforce management systems are being impacted by consumerization, smart grids, cloud delivery, and outsourcing. Advanced distribution management systems are improving network observability and supporting self-healing capabilities. Following smart meter deployments, utilities are pursuing meter data analytics for insights like energy theft detection and outage determination. Customer care, billing, trading and risk management applications automate processes across the customer and commodity life cycles.
SPARK16 Presentation: Connecting Facilities Performance Data with Your Real E...Urjanet
This document discusses the need for real estate investment strategies to integrate energy data with other facility performance data. It notes that considering total facility operating expenses beyond just energy can strengthen the business case for efficiency. Several large companies that have implemented comprehensive facility management systems are highlighted. The document predicts the market will consolidate around integrated workplace management systems that bring together various facility and real estate functions, while energy software becomes more specialized. Systems integrators and consultants are expected to drive further adoption of holistic facility optimization platforms.
- Organizations are increasingly adopting enterprise cloud strategies to enable digital transformation and remain competitive in the face of demands from customers, mobile workforces, and new technologies.
- Digital transformation requires flexible IT solutions and the ability to extract value from massive new data streams through business intelligence in order to empower employees, enhance customer experiences, and improve business processes.
- Successful digital strategies require cloud deployments that are tailored to an organization's specific needs and goals in order to deliver immediate value and support the organization as needs change over time.
The document discusses how construction companies can leverage analytics to gain competitive advantage in the growing construction industry. It argues that analytics can help companies optimize their market focus and position, lower costs by analyzing activities in their value chain, and improve speed and delivery. Companies that adopt analytics will be well positioned to capture more profitable market share and revenue as the construction industry expands in value.
AI on Demand: Data Science in OperationsAlexa Ienna
AI is right here, right now—and changing our lives. The ever-present need for business optimization, combined with a long history of applied statistics, explosive growth in available data and recent advances in cloud computing, has created a perfect storm of innovation. This presentation shows real-time AI in action, including case studies in recommender systems, anomaly detection, risk management, dynamic pricing and customer engagement.
The document discusses making the business case for spatial data infrastructures (SDI) and geographic information (GI) initiatives like INSPIRE. It provides tips for understanding digital strategies, setting strategic directions, identifying costs and benefits, and quantifying benefits. Case studies show cost-benefit ratios of 1:3 to 1:4 are achievable. Successful business cases link initiatives to outcomes, are done for the right reasons in partnership, and have futureproof technology strategies.
Give your Energy Auditing Business an EDGE with the Motor-Tool!Umesh Bhutoria
This document discusses how an energy auditing business can improve efficiency and gain competitive advantages by becoming a consulting partner for www.motor-tool.com. It notes that motors consume over 60% of electricity across industries, taking up significant auditing time to assess. As a partner, an auditing firm's motor data could be centralized on the tool, allowing them to standardize reporting, achieve operational excellence, and find new ways to engage customers through data analytics. Becoming a partner offers benefits like credits for data onboarding or referrals, and access to consulting opportunities with clients using the tool.
The document summarizes the global eDiscovery market. Key points include:
- eDiscovery solutions help organizations facilitate business processes by allowing them to exchange, review, collect, and preserve electronically stored information.
- Increasing mobile device usage, regulatory compliance needs, and a focus on reducing legal costs are driving demand for eDiscovery solutions.
- Vendors are focusing on partnerships, mergers, and acquisitions to expand their footprints and integrate new technologies into their solutions.
- North America currently dominates the market but Asia Pacific is expected to see strong growth in the coming years.
Patrick Couch - Intelligenta Maskiner & Smartare Tjänster IBM Sverige
Industriföretag, såväl tillverkare som användare av maskiner, fordon och utrustning, står inför ett paradigmskifte drivet av ökad global konkurrens, kunders förändrade efterfrågan samt det faktum att produkterna nu blir instrumenterade, ihopkopplade och mer intelligenta. Stora datamängder är inte ett buzzword för dessa företag, utan en reell verklighet som de behöver förhålla sig till för att säkra sin framtida verksamhet. I bästa fall omvandlar dessa företag denna teknologiska revolution (populärt kallad Internet of Things, Industrial Internet, M2M, Industri 4.0 etc.) till en motor för att utveckla verksamheten mot tillväxt och effektivare produktion. Detta skifte skapar framförallt stora möjligheter att förflytta sig mot leveranser av tjänster som kraftigt ökar mervärdet för kunderna, deras kunders kunder samt för producenten.
- Product Engineering Services growth slowed compared to overall IT services growth, with European service providers growing faster than large Indian heritage providers.
- Overall R&D spending among top companies increased slightly, with automotive and healthcare expected to increase spending while telecom and energy may decrease spending. Industry consolidation continued through M&As.
- Over 50 new R&D centers were announced to be set up globally, mostly in Asia focused on ISV/computer peripherals. India remained the most preferred location for R&D globalization.
Facility Management Forecast2010 Ron Zimmer CabaCABA
The document discusses several topics related to facility management including:
1) The global market for building management systems is estimated to reach $43.6 billion by 2009, growing at an average rate of 2.9% annually.
2) Integrated building technologies can create flexible, effective, comfortable and secure environments for owners, operators and occupants.
3) Studies have found that 50-60% of commercial and school buildings have control or equipment problems, indicating issues facility managers must address.
The document summarizes several projected IT trends for 2008 based on a presentation given to a government organization. Some of the key trends discussed include increased focus on green IT to reduce carbon emissions, further adoption of unified communications and IP telephony, greater use of business process modeling and metadata management, and social software gaining more prominence in enterprises. Virtualization and cloud computing are also areas that will continue advancing to improve efficiency and flexibility.
Manufacturing is changing at a rapid pace and Industrial Tech startups are popping up everywhere.
What do you need to benefit from these developments and to ride the wave of change in manufacturing.
AUTOMATED TESTING OF LAB MANAGEMENT SERVICES ON CLOUDIndium Software
While cloud computing offers clinical laboratories the advantage of lowers costs of
infrastructure and better storage, among others, it also poses challenges of data integrity and
security. IP-driven automated testing frameworks such as Indium’s iSafe provide the labs with a
quick, accurate and comprehensive assessment of the health and performance of their services
on the cloud platform.
Data Science Salon: Adopting Machine Learning to Drive Revenue and Market ShareFormulatedby
The race is on to gain strategic and proprietary insights into changes in customer preferences before your competitors. This workshop will cover how and why machine learning is the tool for marketers to drive revenue and increase market share. The adoption of machine learning does not happen overnight. We will discuss the Five Es of machine learning maturity – Educating, Exploring, Engaging, Executing and Expanding. Hear real-world examples of using machine learning to accelerate revenue, identify new customers and introduce new products based on machine learning capabilities.
Next DSS MIA Event - https://datascience.salon/miami/
The document discusses the business value drivers for Internet of Things (IoT) solutions. It notes that the number of connected devices is expected to grow dramatically in the next decade, with estimates ranging from 50 billion to 1 trillion devices by 2025. This growth of IoT has the potential to create $2.7-$6.2 trillion in annual economic impact by 2025. The document outlines examples of how various industries like retail, utilities, insurance and oil/gas are pursuing IoT initiatives to lower costs, improve customer service and gain operational efficiencies.
This document discusses using soft computing techniques to evaluate coordination in supply chains. It proposes a fuzzy analytic hierarchy process (FAHP) model to measure the extent of coordination (EC) based on four coordination mechanisms: contracts, information sharing, information technology, and joint decision making. The EC is calculated as a weighted sum of the crisp scores of the four mechanisms, where the weights are determined from pairwise comparisons in the AHP. The model provides a way to quantitatively assess coordination across a supply chain and analyze different coordination scenarios. It is demonstrated through a numerical example involving order quantities and performance measures at different supply chain levels.
How Manufacturers Can Unlock Business Value via IoT AnalyticsCognizant
Internet of Things (IoT) analytics presents manufacturers with a vast opportunity to drive revenues and enhance operations, from real-time analytics at the edge of technologies (consumer products, instrumented devices, manufacturing machines, etc.) through systems to evaluate and act on the plethora of detailed insights IoT provides. We offer a roadmap for manufacturers to pursue this crucial monetizing analytics opportunity.
Windows Azure provides opportunities for partners across various cloud service models including infrastructure as a service (IaaS), platform as a service (PaaS), and software as a service (SaaS). Microsoft's cloud computing strategy focuses on simplifying migrations, appealing to developers, enterprises and ISVs, and establishing a strong partner ecosystem. The presentation outlines Windows Azure capabilities and opportunities for solution providers to develop applications, migrate existing workloads, offer consulting services, and create new recurring revenue streams in areas like support and training.
The document discusses how CA and Microsoft are collaborating to enable the Internet of Things (IoT) driven application economy. It describes how the IoT has the potential to create $2.7-$6.2 trillion in economic impact annually by 2025. CA and Microsoft provide infrastructure, management, and analytics tools to help companies monitor things, build applications, and ensure customer experience in the IoT economy. Their solutions help organizations address challenges around data collection, monitoring, application development, and assuring user satisfaction.
Rebooting IT Infrastructure for the Digital AgeCapgemini
The Digital Transformation Institute has launched its latest research report titled “Faster, Better, Smarter: Rebooting IT Infrastructure for the Digital Age.” The report highlights why organizations need robust and seamless IT infrastructure that keeps pace with evolving market and technology demands. IT infrastructure has always been known as a “keeping the lights on” function but now it has evolved into a core catalyst of Digital Transformation. However, as a function, IT infrastructure is yet to undergo a core transformation. The report discusses why a reboot is critical.
The document discusses the differences between a "good enough network" and an "enterprise next-generation network". A good enough network focuses only on initial capital costs while an enterprise next-generation network takes a strategic approach considering total cost of ownership, business capabilities, and future needs. Building a network based only on low costs can increase costs over time and limit an organization's ability to adapt. The document recommends considering total cost of ownership, future requirements, and business value when making network investments.
Developments in IT and business strategy a humble attemptRajesh Kumar Iyer.A
Inspired by new concepts and the changing business environment, this is a humble attempt at putting together the pieces of the complex (or simpler) world of IT and its effect on modern business
The document discusses the need for legacy application transformation due to the large amount of legacy code and resources spent maintaining it. It notes that over 50% of IT resources will retire in the next decade and that legacy systems hamper business agility and customer experience. The document then summarizes CGI's legacy application transformation framework which takes a six phase approach to address challenges through business transformation, business process management and technology services tailored to each client's needs.
This document provides an overview of e-manufacturing and related concepts. It discusses how e-manufacturing uses internet technologies to integrate customers, products, and suppliers. Key aspects discussed include e-maintenance, e-diagnostics, and how e-manufacturing tools can provide benefits like reduced downtime, lower costs, and improved customer satisfaction. The document also examines the evolution of e-manufacturing and how concepts like e-business, e-intelligence, and predictive maintenance have contributed to the development of integrated e-factory systems.
The increasing use of smart phones, sensors and social media is a reality across many industries today. It is not just where and how business is conducted that is changing, but the speed and scope of the business decision-making process is also transforming because of several emerging technologies – Cloud, High Performance Computing (HPC), Analytics, Social and Mobile (CHASM).
IBM Global Technology Services: Partnering for Better Business OutcomesIBM Services
IBM can help you take advantage of the changes in technology – including Cloud, Social, Mobile, and Analytics – and devise the right partnering strategy to drive innovation for your organization.
Similar to How IoT helps Firms Optimize their Digital Performance. Economic Impact of IoT (20)
Organizational change is closely tied to digitization. Economists have not appreciated how firms are employing AI besides employing it to deploy robots. In fact, many firms have innovated by creating intelligent analytic systems that change their ability to create new products and manage processes and production.
In these firms, AI helps firms understand complex operations, connect with customers on a personalized level, and obtain a far more sophisticated analysis of processes and services. The result is that AI and ML are creating many new economic advantages at the firm level and for customers.artifici
This essay presents a new framework to analyze the impact of AI and ML on work. Its premise is that AI and ML have already been adopted in many firms. Now, efforts are underway to simplify the next stage of adoption by removing the complex requirement to create well-formulated algorithms.
This innovation is automating the deployment of ML ecosystems. Early adopters report substantial gains in new revenues, additional efficiencies in operations and a changed mindset for employees. One example of the latter is LinkedIn’s efforts to establish a “culture of data,” where data serves as the foundation for corporate strategy and data analytics-based operations. This essay contends that by lifting earlier roadblocks to adoption, growth of ML and AI systems will increase, greater attention will be paid to obtaining and structuring data resources, and more ML systems can be applied to evaluating strategic and financial decisions.
This essay contends that rather than a future of “Models will Run the World,” the route to AI software creates a focus on intelligent data. To move towards the latter, humans will need to contribute their judgement to how data is organized for machine learning to train algorithms. They will decide what biases may be included in the training data and check for any issues that might arise from these biases once algorithms are run in production.
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How IoT helps Firms Optimize their Digital Performance. Economic Impact of IoT
1. Case Studies on how IoT helps Firms
Optimize their Digital Performance
and how IoT will have a large
Economic Impact in the Future
ROBERT B. COHEN, PHD
SENIOR FELLOW, ECONOMIC STRATEGY INSTITUTE
BCOHEN@BWAY.NET
IOT SLAM, APRIL 28, 2016
THE AUTHOR THANKS THE EWING MARION KAUFFMAN FOUNDATION,
BROCADE COMMUNICATIONS AND THE ORGANIZATION FOR ECONOMIC
COOPERATION AND DEVELOPMENT FOR THEIR FINANCIAL SUPPORT.
2. Overview of Presentation
Using several case studies and quantitative analysis, this talk offers
examples of how businesses are using IoT to improve their
performance and optimize digital operations.
It explores how moving to IoT pushes firms to become more involved
with analytics for big data lakes. Firms also begin to deliver software
updates through enhanced workflows, such as DevOps and
Continuous Service Delivery (like Netflix and Amazon).
The talk also forecasts how much different industries such as
finance, healthcare, aircraft and autos plan to invest in IoT over the
next decade.
It describes the likely impacts on revenues, economic growth, and
jobs.
2
3. Key Ways Firms are Using IoT for
Economic Advantage
To Optimize Supply Chains
Dramatic reductions in parts costs and inventories
Mostly in autos and aircraft, emerging in healthcare and pharmaceuticals
To Optimize Production
Streamlining Production Processes
Facilitates Expansion/Contraction of Production
Greatly reduces Production Costs
Permits introduction of Software-Managed Lean Production
To Improve Analytics
Provides control over Logistics and Production Processes
Offers important economies to customers; Precision Agriculture reduces
inefficiencies
3
4. IoT Innovations at a Major US
Automaker
“Driving Value to Time” – Data analysis let designers evaluate how
much new materials such as aluminum could improve fuel
efficiency.
Analytics is key for synchronizing customer preferences to the supply
chain’s capabilities.
“a complex vehicle like the automaker’s van includes about 60 different
items where a customer can choose a specific feature, from exterior
color to roof height to wheelbase length to door style — in all, more
than 27 quadrillion combinations for a single vehicle.”
Move to software defined infrastructure that will use Hadoop.
New architecture to add almost 50% more to the production cost
savings of $2 billion achieved over the past 4 to 5 years. These
efficiencies based on software.
4
5. Automaker’s Economic Benefits
from IoT
Saved $2 billion in costs from analytics over the past 4 years (2011-2014
and most of 2015).
Supply chain savings of $1 billion to $1.5 billion over 5 years. Reduced supply
chain costs by about 1 percent to 1.5 percent a year using data analytics.
Efficiencies in distributing vehicles to dealers, saves $50 to $100 per car for
about 2 million cars a year, or $100 million to $200 million a year. Over 5
years, this would total $500 million to $1 billion.
Improved the bottom line.
ROI of 300% to 470%
New staff for data analytics costs $150 million to $200 million over 5 years.
Cost of hardware and software for data analytics, computing and storage
of $200 million to $300 million over 5 years.
5
6. Boeing’s Benefits from IoT
Further optimizes “Lean Production” based on ideas from Toyota
“Pulse Line” manufacturing, where the fuselage and wings move from a single fixed
designated area that is part of a four-step, [four-day] production line to the next at a
fixed rate.”
Boeing is scaling up the “monthly output of 737s” from 21 planes in 2005, to 42 in 2014
and 52 in 2018.
Result is “to cut factory flow time by 33%... [cut] defects …by around 60% and…reduce
the current wing manufacturing site footprint by 50%.”
Expanding 737 production lines from 4 to 7 in same plant.
Drive additional automation in aircraft and component (wing) production
Computer-based controls support streamlining complex processes
6
7. Economic Benefits for Boeing
Savings on Production Costs
If Boeing reduces the factory flow time by 33% and we assume that this is reflected in a
33% savings in production costs, Boeing should save about $10 billion on costs of
producing the 737s.
Supply Chain Optimization
By managing its supply chain more effectively, we estimate that Boeing might save at
least $300 million to $500 million per year over a 4 to 5 year period.
Data Center Consolidation
Cost savings from data center consolidation could save Boeing about $1 billion a year
for about 4 or 5 years.
Improved Competitiveness
Could add about 5% to 10% per year to sales over the coming decade..
revenues might increase by about $4 billion to $8 billion a year.
This would also raise revenues for Boeing’s suppliers in the engine and parts industries
by about $2.5 billion to $5 billion17 annually.
7
8. Boeing has used Data to Create a
“Services Platform”
Aircraft becomes a bundle of hardware, software and services.
Competitiveness is now defined by aircraft plus the analytic and the support
services they offer
Boeing can use sensor networks to manage nearly everything about the Dreamliner
while it is in flight.
It has created a “Mission Control” to monitor and manage Dreamliners.
Center for Applied Simulation and Analytics (CASA) will
“create and develop simulation and analytics technologies” to evaluate the designs
and likely performance of newly conceived and operating aircraft.
Move to Agile, Software Defined Infrastructure
Computing and data storage infrastructure that is agile and software-defined “to
enable rapid time to market for future value-added services” that depend upon
digital data analysis.
On a Boeing 787 (Dreamliner), “146,000 data points are continually monitored by on-
board systems and automatically transmitted to the ground.”
8
9. Large Health Care Provider’s Early
Steps to Precision Medicine
Changes in infrastructure
Develop new data analytics capabilities and infrastructure
Create biorepositories -- facilities to collect and annotate biological specimens for future use with key clinical and
genetic information.
Organized 3 Proof of Concept Projects with Microsoft Research
Sudden cardiac death syndrome
Colorectal cancers
Chromosome 22q11 deletion syndrome
Treatments are family oriented and centered around carriers of genetic traits that indicate likelihood of having the
problem.
Data Analytics become Central to Precision Medicine
Collaboration with repositories of genomic and clinical information; NY Genome Center
New York City Clinical Data Research Network (NYC-CDRN).of the Patient-Centered Outcomes Research Institute
(PCORI), a 22 organization patient-centered clinical research effort.
National Human Genome Research Institute (NHGRI) has funded eMERGE, a national network that combines DNA
biorepositories with electronic medical record (EMR) systems for large-scale, high-throughput genetic research in
support of implementing genomic medicine.
NIH major funding in support of Precision Medicine.
9
10. Changes to Medicine
Data analytics take a leading position
Chief Data Analytics Officer is hired, staff expanded.
New governance models to streamline data analysis
Creating a “hub and spoke” model of analytic services
Analytics development and investment is considered a collaborative,
team based effort
As a result, medicine becomes more patient-oriented and
decentralized
Treatment moves to centers outside large hospitals
Health challenges are managed ahead of time, to promote wellness and
take action before a problem requires more costly treatment; i.e., to lower
healthcare costs.
10
12. 12
ENTERPRISE SPENDING ON DATA ANALYTICS AND THE INTERNET OF THINGS
2015-2019 2020-2025
BILLIONS OF DOLLARS BILLIONS OF DOLLARS
SPENDING ON DATA
ANALYTICS AND
INTERNET OF THINGS
30 162
GDP IMPACT 49 320
NEW JOBS CREATED IN
000s
133 720