The document summarizes a market research report from GBI Research about how cloud computing can optimize data management in pharmaceutical research and development, particularly for next-generation DNA sequencing and clinical trials data; it provides an overview of cloud computing technologies and models as well as applications in the pharmaceutical industry and competitive landscape of major cloud computing providers.
North america data centre server Market PPT 2021: Size, Growth, Demand and F...IMARC Group
According to the latest report by IMARC Group,the North America data center server market size reached around US$ 17.9 Billion in 2020.
A data center refers to designated archives that store, process, and organize data and critical files of an organization.
Middle east and north africa (mena) data center market 26-05-21Jessica Shirley
The Middle East and North Africa (MENA) data center market size to cross USD 5 billion by 2026, growing at a CAGR of 8% during the forecast period. The increased commercial 5G network deployment has led to the increased demand for high bandwidth internet in several Middle Eastern Tier II and Tier III cities. Edge data centers will create a decentralized data center model, where hyperscale facilities will connect multiple edge data centers. Saudi Arabia has been a leader in expanding its 5G networks, where telecom companies Zain, Saudi Telcom Company, and MOBILY are significant contributors to the market.
Government initiatives such as smart city development are likely to fuel the demand for data center services.
Telecommunication and colocation service operators dominate the Middle East data center market.
The Middle East & North Africa region is observing high investments in greenfield and modular data centers.
The contribution of traditional storage systems powered by HDDs is likely to decrease in the market.
The investment in servers was around 48% of the total investment in IT infrastructure in 2020, with all-flash and hybrid storage arrays dominating the market.
Service operators adopt liquid-based cooling techniques to cool facilities due to hot and humid climatic conditions in the Middle East & North Africa.
UPS systems are being widely adopted to provide backup power for cooling systems installed in the facility. The adoption of lithium-ion batteries is likely to increase during the forecast period as their price will decline. In the UAE, the market is observing the adoption of N+1 redundant UPS systems. Data center operators will increasingly use renewable energy to power facilities. Most facilities are equipped with up to 500 kVA UPS systems powered mostly by VRLA batteries with N+1 redundant configuration in Turkey.
The UAE and Turkey account for the largest revenue contribution to the MENA data center market share. The adoption of cloud-based services leads to the growth of retail and wholesale colocation services in the region. The MENA data center colocation market is witnessing an increase in the demand for colocation spaces across existing and upcoming data centers. The rapid investment in 5G technology and its deployment leads to the generation of a substantial amount of data, further increasing investments in the facilities.
The Middle East and North Africa data center market consists of a host of IT, electrical, & mechanical infrastructure providers and general contractors. The market is witnessing a massive increase in data usage by consumers using services offered by companies in the e-commerce, social media, and entertainment industries. Digital services provided by the BFSI and government sectors are also critical enablers for data growth in the market.
https://www.arizton.com/market-reports/middle-east-north-africa-data-center-market
Fulfilling the Digital Promise for Medicine_Navigate The NewNavigate The New
Digital transformation of the pharmaceutical sector promises an array of benefits ranging from accelerated medicine delivery and end-to-end pharma supply chain visibility to tracking counterfeit drugs and improved compliance adherence.
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 3, 15 - 21 Jan 2018. A weekly newsletter curating news and events relating to blockchain and healthcare by Sean Manion, CEO of Science Distributed.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
North america data centre server Market PPT 2021: Size, Growth, Demand and F...IMARC Group
According to the latest report by IMARC Group,the North America data center server market size reached around US$ 17.9 Billion in 2020.
A data center refers to designated archives that store, process, and organize data and critical files of an organization.
Middle east and north africa (mena) data center market 26-05-21Jessica Shirley
The Middle East and North Africa (MENA) data center market size to cross USD 5 billion by 2026, growing at a CAGR of 8% during the forecast period. The increased commercial 5G network deployment has led to the increased demand for high bandwidth internet in several Middle Eastern Tier II and Tier III cities. Edge data centers will create a decentralized data center model, where hyperscale facilities will connect multiple edge data centers. Saudi Arabia has been a leader in expanding its 5G networks, where telecom companies Zain, Saudi Telcom Company, and MOBILY are significant contributors to the market.
Government initiatives such as smart city development are likely to fuel the demand for data center services.
Telecommunication and colocation service operators dominate the Middle East data center market.
The Middle East & North Africa region is observing high investments in greenfield and modular data centers.
The contribution of traditional storage systems powered by HDDs is likely to decrease in the market.
The investment in servers was around 48% of the total investment in IT infrastructure in 2020, with all-flash and hybrid storage arrays dominating the market.
Service operators adopt liquid-based cooling techniques to cool facilities due to hot and humid climatic conditions in the Middle East & North Africa.
UPS systems are being widely adopted to provide backup power for cooling systems installed in the facility. The adoption of lithium-ion batteries is likely to increase during the forecast period as their price will decline. In the UAE, the market is observing the adoption of N+1 redundant UPS systems. Data center operators will increasingly use renewable energy to power facilities. Most facilities are equipped with up to 500 kVA UPS systems powered mostly by VRLA batteries with N+1 redundant configuration in Turkey.
The UAE and Turkey account for the largest revenue contribution to the MENA data center market share. The adoption of cloud-based services leads to the growth of retail and wholesale colocation services in the region. The MENA data center colocation market is witnessing an increase in the demand for colocation spaces across existing and upcoming data centers. The rapid investment in 5G technology and its deployment leads to the generation of a substantial amount of data, further increasing investments in the facilities.
The Middle East and North Africa data center market consists of a host of IT, electrical, & mechanical infrastructure providers and general contractors. The market is witnessing a massive increase in data usage by consumers using services offered by companies in the e-commerce, social media, and entertainment industries. Digital services provided by the BFSI and government sectors are also critical enablers for data growth in the market.
https://www.arizton.com/market-reports/middle-east-north-africa-data-center-market
Fulfilling the Digital Promise for Medicine_Navigate The NewNavigate The New
Digital transformation of the pharmaceutical sector promises an array of benefits ranging from accelerated medicine delivery and end-to-end pharma supply chain visibility to tracking counterfeit drugs and improved compliance adherence.
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 3, 15 - 21 Jan 2018. A weekly newsletter curating news and events relating to blockchain and healthcare by Sean Manion, CEO of Science Distributed.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications . The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advancedData Mining Systems & Applications and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications . The journal focuses on all technical and practical aspects of Database Management Systems.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
Presentation at 2014 Fall CCIF workshop focused on the evolution and value of information in the new energy economy as relates to electric industry business opportunities.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas
International Journal of Database Management Systems (IJDBMS)ijfcst journal
The International Journal of Database Management Systems (IJDMS) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the database management systems & its applications. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding Modern developments in this field, and establishing new collaborations in these areas.
International Journal of Database Management Systems (IJDBMS)ijfcst journal
The International Journal of Database Management Systems (IJDMS) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the database management systems & its applications. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding Modern developments in this field, and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
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.
Real-Time Locating System (RTLS) Market – Global Forecast to 2024infoholicresearch-llp
The global Real-Time Locating System market is likely to witness significant growth during the forecast period. The market is driven by various factors including increasing importance to improve operational performance across the value chain, expanding analytics solutions coupled with rising focus on smart workflow optimization, and consistent demand for RTLS in healthcare settings. However, data security, privacy concerns, and high initial cost along with complexity in integrating with the existing infrastructure are the key factors identified as restraints which are likely to deter the progression of the global RTLS market. Additionally, other driving factors such as rise of digital manufacturing, integration of RTLS with blockchain technology, and proliferation of IoT solutions across industries is anticipated create new business opportunities for vendors present in the global RTLS Market.
Blockchain Supply Chain Market by Product Type, Distribution Channel, End Use...IMARC Group
The global blockchain supply chain market size reached US$ 821.1 Million in 2023. Looking forward, IMARC Group expects the market to reach US$ 20,121 Million by 2032, exhibiting a growth rate (CAGR) of 41.8% during 2024-2032.
More Info:- https://www.imarcgroup.com/blockchain-supply-chain-market
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications . The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advancedData Mining Systems & Applications and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications . The journal focuses on all technical and practical aspects of Database Management Systems.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
Presentation at 2014 Fall CCIF workshop focused on the evolution and value of information in the new energy economy as relates to electric industry business opportunities.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas
International Journal of Database Management Systems (IJDBMS)ijfcst journal
The International Journal of Database Management Systems (IJDMS) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the database management systems & its applications. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding Modern developments in this field, and establishing new collaborations in these areas.
International Journal of Database Management Systems (IJDBMS)ijfcst journal
The International Journal of Database Management Systems (IJDMS) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the database management systems & its applications. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding Modern developments in this field, and establishing new collaborations in these areas.
International Journal of Data Mining Systems & Applications (IJDSA) is a bi monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of Data Mining Systems & Applications. The journal focuses on all technical and practical aspects of Database Management Systems. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on advanced Data Mining Systems & Applications and establishing new collaborations in these areas.
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.
Real-Time Locating System (RTLS) Market – Global Forecast to 2024infoholicresearch-llp
The global Real-Time Locating System market is likely to witness significant growth during the forecast period. The market is driven by various factors including increasing importance to improve operational performance across the value chain, expanding analytics solutions coupled with rising focus on smart workflow optimization, and consistent demand for RTLS in healthcare settings. However, data security, privacy concerns, and high initial cost along with complexity in integrating with the existing infrastructure are the key factors identified as restraints which are likely to deter the progression of the global RTLS market. Additionally, other driving factors such as rise of digital manufacturing, integration of RTLS with blockchain technology, and proliferation of IoT solutions across industries is anticipated create new business opportunities for vendors present in the global RTLS Market.
Blockchain Supply Chain Market by Product Type, Distribution Channel, End Use...IMARC Group
The global blockchain supply chain market size reached US$ 821.1 Million in 2023. Looking forward, IMARC Group expects the market to reach US$ 20,121 Million by 2032, exhibiting a growth rate (CAGR) of 41.8% during 2024-2032.
More Info:- https://www.imarcgroup.com/blockchain-supply-chain-market
Data Center Switch Market PPT: Overview, Dynamics, Trends, Segmentation, Appl...IMARC Group
The global data center switch market size reached US$ 16.4 Billion in 2023. Looking forward, IMARC Group expects the market to reach US$ 24.5 Billion by 2032, exhibiting a growth rate (CAGR) of 4.4% during 2024-2032.
More Info:- https://www.imarcgroup.com/data-center-switch-market
Global cloud services market (service type, cloud type, end user and geograph...Allied Market Research
Cloud computing is the practice of sharing network of remote servers which are hosted on the Internet to store, process, share, and manage data rather than on a local server or a personal computer. The services provided by the cloud computing technology are referred to as cloud services.
Practice Management System Market Share and Size, 2018 to 2024Signitech
The global practice management system market size was valued at USD 6.9 billion in 2015. The industry is majorly driven by its competence to bring efficiency in healthcare delivery.
Survey on Cloud Based Services and its Security Analysis in the Healthcare Se...ijtsrd
The goal of this paper is to propose a cloud primarily based information mining platform for researchers in three specific geographic locations for sharing studies information effects through the Internet even as final value effective, flexible, secure and privateness preserved. In addition, the take a look at evaluates the implementation demanding situations of the cloud primarily based platform and provides potential solutions to handle the diagnosed problems so that different similar studies can use this look at as a connection with decide whether or how to migrate from traditional to cloud based totally offerings. The contribution of cloud based services in the healthcare environments is a vital issue in the 21st century. In this paper, offering its advantages and equipment in hospitals, clinics as well as diagnostic centres, the already existing programs and offerings are separated in categories, which essentially problem data storage, computing strength, community, PaaS, SaaS, information analytics, commercial enterprise intelligence and venture management. Then, a few safety and risk evaluation troubles in cloud based services are analysed thoroughly collectively with a few case studies. Furthermore, a hazard evaluation with a comparative diagram among secured and non secured cloud structures in health is listed. Finally, conclusions with the cautioned destiny work are provided. Aishwarya Chauhan | Murugan R "Survey on Cloud-Based Services and its Security Analysis in the Healthcare Sector" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-6 | Issue-3 , April 2022, URL: https://www.ijtsrd.com/papers/ijtsrd49810.pdf Paper URL: https://www.ijtsrd.com/computer-science/data-miining/49810/survey-on-cloudbased-services-and-its-security-analysis-in-the-healthcare-sector/aishwarya-chauhan
Market Research Reports, Inc. has announced the addition of “The Mobile Healthcare (mHealth) Bible: 2015 - 2020” research report to their offering. See more at- http://mrr.cm/ZuA
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Microservices Architecture Market by Product Type, Distribution Channel, End ...IMARC Group
The global microservices architecture market size reached US$ 3.7 Billion in 2023. Looking forward, IMARC Group expects the market to reach US$ 11.8 Billion by 2032, exhibiting a growth rate (CAGR) of 13.4% during 2024-2032.
More Info:- https://www.imarcgroup.com/microservices-architecture-market
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Unveiling the Secrets How Does Generative AI Work.pdfSam H
At its core, generative artificial intelligence relies on the concept of generative models, which serve as engines that churn out entirely new data resembling their training data. It is like a sculptor who has studied so many forms found in nature and then uses this knowledge to create sculptures from his imagination that have never been seen before anywhere else. If taken to cyberspace, gans work almost the same way.
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Business Valuation Principles for EntrepreneursBen Wann
This insightful presentation is designed to equip entrepreneurs with the essential knowledge and tools needed to accurately value their businesses. Understanding business valuation is crucial for making informed decisions, whether you're seeking investment, planning to sell, or simply want to gauge your company's worth.
3.0 Project 2_ Developing My Brand Identity Kit.pptxtanyjahb
A personal brand exploration presentation summarizes an individual's unique qualities and goals, covering strengths, values, passions, and target audience. It helps individuals understand what makes them stand out, their desired image, and how they aim to achieve it.
RMD24 | Debunking the non-endemic revenue myth Marvin Vacquier Droop | First ...BBPMedia1
Marvin neemt je in deze presentatie mee in de voordelen van non-endemic advertising op retail media netwerken. Hij brengt ook de uitdagingen in beeld die de markt op dit moment heeft op het gebied van retail media voor niet-leveranciers.
Retail media wordt gezien als het nieuwe advertising-medium en ook mediabureaus richten massaal retail media-afdelingen op. Merken die niet in de betreffende winkel liggen staan ook nog niet in de rij om op de retail media netwerken te adverteren. Marvin belicht de uitdagingen die er zijn om echt aansluiting te vinden op die markt van non-endemic advertising.
Enterprise Excellence is Inclusive Excellence.pdfKaiNexus
Enterprise excellence and inclusive excellence are closely linked, and real-world challenges have shown that both are essential to the success of any organization. To achieve enterprise excellence, organizations must focus on improving their operations and processes while creating an inclusive environment that engages everyone. In this interactive session, the facilitator will highlight commonly established business practices and how they limit our ability to engage everyone every day. More importantly, though, participants will likely gain increased awareness of what we can do differently to maximize enterprise excellence through deliberate inclusion.
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Dr. William Harvey is a seasoned Operations Leader with extensive experience in chemical processing, manufacturing, and operations management. At Michelman, he currently oversees multiple sites, leading teams in strategic planning and coaching/practicing continuous improvement. William is set to start his eighth year of teaching at the University of Cincinnati where he teaches marketing, finance, and management. William holds various certifications in change management, quality, leadership, operational excellence, team building, and DiSC, among others.
Implicitly or explicitly all competing businesses employ a strategy to select a mix
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1. Aarkstore.com announces, The Latest market research report is available in
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Cloud Computing in Pharmaceutical Research and
Development - Virtualization of Data through the Cloud
Optimizes Next-Generation DNA Sequencing and Clinical
Trials Data Management
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GBI Research, leading business intelligence provider has released its latest report,
“Cloud Computing in Pharmaceutical Research and Development - Virtualization of
Data through the Cloud Optimizes Next-Generation DNA Sequencing and Clinical
Trials Data Management”, which provides insights into the key applications of cloud
computing in the research, development and sales effectiveness within the
pharmaceutical industry. The report provides an understanding of technological
concepts in cloud computing, including cloud computing service models,
deployment models and key stakeholders. Information on the major players in the
cloud computing space is followed by an overall assessment of the technology in
terms of benefits and restraints. Applications of cloud computing in the
pharmaceutical industry are explained in the next section, with a focus on next-
generation sequencing, bioinformatics, transfer of information across the sales force
and clinical trials data management.
Table of contents:
1.1 List of Tables 7
1.2 List of Figures 7
2 Introduction 8
3 Cloud Computing in Pharmaceutical Research and Development – Key
Technological Concepts 10
3.1 Core Technologies 10
2. 3.1.1 Virtualization 10
3.1.2 Multi-tenancy 10
3.1.3 Web Services 10
3.2 Cloud Computing Service Models 11
3.2.1 Infrastructure as a Service (IaaS) 11
3.2.2 Platform as a Service (PaaS) 11
3.2.3 Software as a Service (SaaS) 12
3.3 Cloud Computing Deployment Models 13
3.4 Stakeholders 14
3.4.1 End-users/Consumers 14
3.4.2 Providers 14
3.4.3 Regulators 14
3.4.4 Enablers 14
4 Cloud Computing in Pharmaceutical Research and Development – Competitive
Landscape 15
4.1 Established Players 15
4.1.1 International Business Machines Corporation (IBM) 15
4.1.2 Google 16
4.1.3 Microsoft 17
4.2 Technology Providers 18
4.2.1 Apache 18
4.2.2 EMC 19
List of Figures
List of Tables are also include.
For more Reports Plz follow The link:
Pharmaceutical Pricing and Reimbursement - Adoption of Health Technology
Assessments (HTA) Optimizes Drug Pricing and Accelerates Reimbursement
Decision-Making
3. Pharmaceutical Supply Chain in Japan - Periodic Drug Price Revisions by National
Health Insurance Increase Competition and Squeeze Profit Margins
Retail Clinics - 2012 Yearbook
Engaging Key Opinion Leaders (KOLs) - Identifying and Leveraging New KOL
Groups to Drive Medical Marketing Strategy
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