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Developing A Core Competence In Big Data Analytics Essay Paper

Question





Mini Case (Big pharma) The reality of “big data” and “big data analytics” (which is “the process of examining big data to uncover hidden patterns, unknown correlations, and other useful information that can be used to make better decisions”) is becoming increasingly popular in business. Indeed, in the current competitive landscape, most businesses must use big data analytics (BDA) across all customer channels (mobile, Web, e-mail, and physical stores) throughout their supply chain to help them become more innovative. This is the situation for large pharmaceutical companies (the firms often called “big pharma”) in that many have been working to develop a core competence in BDA. There are several reasons they are doing this. In addition to the vast increases in the amounts of data that must be studied and interpreted for competitive purposes, “health care reform and the changing landscape of health care delivery” systems throughout the world are influencing these firms to think about developing BDA as a core competence. Many benefits can accrue to big pharma firms that develop BDA as a core competence. For example, having BDA as a core competence can help a firm quickly identify trial candidates and accelerate their recruitment, develop improved inclusion and exclusion criteria to use in clinical trials, and uncover unintended uses and indications for products Developing A Core Competence In Big Data Analytics Essay Paper.
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Artificial intelligence (AI) provides the capability to analyze many different sets of information. For example, AI can help analyze data on clinical trials, health records, genetic profiles, and preclinical studies. AI can analyze and integrate these data to identify patterns in the data and suggest hypotheses about relationships. A new drug generally requires a decade of research and $2.6 billion of investment. And only about 5 percent of the drugs that enter experimental research make it to the market and are successful. Eventually, it is expected that the use of AI could reduce the early research development time from 4-6 years to 1 year, not only greatly reducing the time of development but also the costs. Capabilities are the foundation for developing core competencies. There are several capabilities big pharma companies need for BDA to be a core competence. Supportive architecture, the proper mix of data scientists, and “technology that integrates and manages new types and sources of data flexibility and scalability while maintaining the highest standards of data governance, data quality, and data security” are examples of capabilities that big pharma need if they wish to develop BDA as a core competence. Of course, using artificial intelligence provides strong support for the application of BDA. Having a strong BDA competence could be critical for pharmaceutical firms in the future. Big pharma executives feel pressure especially with the initial costs of developing BDA and AI. Hopefully, they soon will be able to reduce their costs and experience higher rates of success in the development of new drugs. Until then, however, analysts are predicting record numbers of mergers and acquisitions in the pharmaceutical industry, with big pharma acquiring successful medium-sized pharmaceuticals and biotechnology firms. Sources: B. Nelson, 2018, Why big pharma and biotech are betting big on AI, NBC News, www.nbc.news, March 1. Refer to the mini case above, answer the following questions: a) What may be the resources, competencies, and capabilities of big pharma firms? b) What may be the strategic resources, core competencies, and strategic capabilities of big pharma firms? Developing A Core Competence In Big Data Analytics Essay Paper









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a) What may be the resources, competencies, and capabilities of big pharma firms? Resources: Big pharma firms have access to vast amounts of data related to clinical trials, health records, genetic profiles, and preclinical studies. They also have a significant amount of financial resources, which can be used for research and development, as well as for the acquisition of other companies. Competencies: Big pharma firms have developed competencies in several areas, including drug development, regulatory compliance, and marketing. They have also developed expertise in data analysis and interpretation, which is becoming increasingly important as the amount of data generated in healthcare continues to grow. Capabilities: Big pharma firms have several capabilities that are important for their success, including researchers and development capabilities, manufacturing capabilities, and marketing capabilities. They also have capabilities related to data analysis and interpretation, which are becoming increasingly important as they seek to develop core competencies in big data analytics Developing A Core Competence In Big Data Analytics Essay Paper.






EXPLANATION



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Step 2/2








b) What may be the strategic resources, core competencies, and strategic capabilities of big pharma firms? Strategic resources: Big pharma firms have several strategic resources that are critical to their success, including their intellectual property, research and development capabilities, and access to data. These resources are difficult for competitors to replicate and provide a significant competitive advantage. Core competencies: Big pharma firms have several core competencies that are critical to their success, including their ability to develop and bring new drugs to market, their regulatory compliance expertise, and their marketing capabilities. They are also developing a core competence in big data analytics, which is becoming increasingly important in healthcare. Strategic capabilities: Big pharma firms have several strategic capabilities that are critical to their success, including their ability to manage risk, their ability to adapt to changing market conditions, and their ability to leverage their resources and competencies to achieve their strategic objectives. They are also developing strategic capabilities related to big data analytics, which will enable them to uncover insights and opportunities that their competitors may not be able to see.






EXPLANATION



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Final answer








In conclusion, big pharma firms are facing significant challenges and opportunities as they seek to develop new drugs and bring them to market. Developing a core competence in big data analytics is becoming increasingly important, as the amount of data generated in healthcare continues to grow. Big pharma firms have several resources, competencies, and capabilities that are critical to their success, including their intellectual property, research and development capabilities, and marketing expertise. They are also developing new strategic resources, core competencies, and strategic capabilities related to big data analytics, which will enable them to stay ahead of the competition and bring new drugs to market more quickly and efficiently.
Developing A Core Competence In Big Data Analytics Essay Paper

Expert Answer

Developing A Core Competence In Big Data Analytics Essay Paper

Question

Mini Case (Big pharma) The reality of “big data” and “big data analytics” (which is “the process of examining big data to uncover hidden patterns, unknown correlations, and other useful information that can be used to make better decisions”) is becoming increasingly popular in business. Indeed, in the current competitive landscape, most businesses must use big data analytics (BDA) across all customer channels (mobile, Web, e-mail, and physical stores) throughout their supply chain to help them become more innovative. This is the situation for large pharmaceutical companies (the firms often called “big pharma”) in that many have been working to develop a core competence in BDA. There are several reasons they are doing this. In addition to the vast increases in the amounts of data that must be studied and interpreted for competitive purposes, “health care reform and the changing landscape of health care delivery” systems throughout the world are influencing these firms to think about developing BDA as a core competence. Many benefits can accrue to big pharma firms that develop BDA as a core competence. For example, having BDA as a core competence can help a firm quickly identify trial candidates and accelerate their recruitment, develop improved inclusion and exclusion criteria to use in clinical trials, and uncover unintended uses and indications for products Developing A Core Competence In Big Data Analytics Essay Paper.

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Artificial intelligence (AI) provides the capability to analyze many different sets of information. For example, AI can help analyze data on clinical trials, health records, genetic profiles, and preclinical studies. AI can analyze and integrate these data to identify patterns in the data and suggest hypotheses about relationships. A new drug generally requires a decade of research and $2.6 billion of investment. And only about 5 percent of the drugs that enter experimental research make it to the market and are successful. Eventually, it is expected that the use of AI could reduce the early research development time from 4-6 years to 1 year, not only greatly reducing the time of development but also the costs. Capabilities are the foundation for developing core competencies. There are several capabilities big pharma companies need for BDA to be a core competence. Supportive architecture, the proper mix of data scientists, and “technology that integrates and manages new types and sources of data flexibility and scalability while maintaining the highest standards of data governance, data quality, and data security” are examples of capabilities that big pharma need if they wish to develop BDA as a core competence. Of course, using artificial intelligence provides strong support for the application of BDA. Having a strong BDA competence could be critical for pharmaceutical firms in the future. Big pharma executives feel pressure especially with the initial costs of developing BDA and AI. Hopefully, they soon will be able to reduce their costs and experience higher rates of success in the development of new drugs. Until then, however, analysts are predicting record numbers of mergers and acquisitions in the pharmaceutical industry, with big pharma acquiring successful medium-sized pharmaceuticals and biotechnology firms. Sources: B. Nelson, 2018, Why big pharma and biotech are betting big on AI, NBC News, www.nbc.news, March 1. Refer to the mini case above, answer the following questions: a) What may be the resources, competencies, and capabilities of big pharma firms? b) What may be the strategic resources, core competencies, and strategic capabilities of big pharma firms? Developing A Core Competence In Big Data Analytics Essay Paper

Expert Answer

This solution was written by a subject matter expert. It's designed to help students like you learn core concepts.

Step-by-step

Step 1/2
a) What may be the resources, competencies, and capabilities of big pharma firms? Resources: Big pharma firms have access to vast amounts of data related to clinical trials, health records, genetic profiles, and preclinical studies. They also have a significant amount of financial resources, which can be used for research and development, as well as for the acquisition of other companies. Competencies: Big pharma firms have developed competencies in several areas, including drug development, regulatory compliance, and marketing. They have also developed expertise in data analysis and interpretation, which is becoming increasingly important as the amount of data generated in healthcare continues to grow. Capabilities: Big pharma firms have several capabilities that are important for their success, including researchers and development capabilities, manufacturing capabilities, and marketing capabilities. They also have capabilities related to data analysis and interpretation, which are becoming increasingly important as they seek to develop core competencies in big data analytics Developing A Core Competence In Big Data Analytics Essay Paper.
EXPLANATION
Refer to the above steps for solution
Step 2/2
b) What may be the strategic resources, core competencies, and strategic capabilities of big pharma firms? Strategic resources: Big pharma firms have several strategic resources that are critical to their success, including their intellectual property, research and development capabilities, and access to data. These resources are difficult for competitors to replicate and provide a significant competitive advantage. Core competencies: Big pharma firms have several core competencies that are critical to their success, including their ability to develop and bring new drugs to market, their regulatory compliance expertise, and their marketing capabilities. They are also developing a core competence in big data analytics, which is becoming increasingly important in healthcare. Strategic capabilities: Big pharma firms have several strategic capabilities that are critical to their success, including their ability to manage risk, their ability to adapt to changing market conditions, and their ability to leverage their resources and competencies to achieve their strategic objectives. They are also developing strategic capabilities related to big data analytics, which will enable them to uncover insights and opportunities that their competitors may not be able to see.
EXPLANATION
Refer to the above steps for solution

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Final answer
In conclusion, big pharma firms are facing significant challenges and opportunities as they seek to develop new drugs and bring them to market. Developing a core competence in big data analytics is becoming increasingly important, as the amount of data generated in healthcare continues to grow. Big pharma firms have several resources, competencies, and capabilities that are critical to their success, including their intellectual property, research and development capabilities, and marketing expertise. They are also developing new strategic resources, core competencies, and strategic capabilities related to big data analytics, which will enable them to stay ahead of the competition and bring new drugs to market more quickly and efficiently.
Developing A Core Competence In Big Data Analytics Essay Paper

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