◄ Mail 18:09 5G CSTUDY_Jan25_BCOMHO...al_20241129091837.pdf.pdf FORMATIVE ASSESSMENT 1 Read the case study below and answer ALL of the questions that follow. Title: Upskilling and reskilling priorities for the gen Al era [100 MARKS] To realize the opportunity of generative Al, organizations should take a cross-collaborative, scaled approach to upskilling and reskilling workforces. The proliferation of generative artificial intelligence (gen Al) innovations necessitates a new approach to employee attraction, engagement, and retention. Our survey finds that compared to late adopters, companies adopting gen Al earlier place greater emphasis on talent development, with two-thirds already having a strategic approach to address their future talent and skill requirements. Organizations should think about a breadth of gen Al capability needs-from broad fluency supporting business goals, to deep technical and domain-specific capabilities-as well as the speed and scale at which they should be developed. However, organizations are struggling to make the jump from gen Al fundamentals and compliance training to practical, outcome-driven skill building. What to consider To realize this opportunity, organizations should take a collaborative, scaled approach to upskilling and reskilling. Reimagining their learning and development (L&D) can help organizations meet the demands of gen Al and elevate L&D functions to be stronger strategic partners for business leaders. Here are three considerations: 1. Goals before roles. While tempting to rush into building gen Al literacy across all roles at once. start with business outcomes and how gen Al investments can enable or accelerate them instead. Define the skills required to deliver these outcomes and identify groups within the organization that need to build those skills. This is important, as gen Al has led to more rapid reshaping and creation of roles; skills- especially durable ones are a clearer, longer-lasting currency. 2. Human-centered L&D. Many transformations fail due to people and culture challenges. With gen Al, both the nature of work and required skills will continuously be reshaped, and some employees may experience skilling efforts as a threat to their well-established professional identities. Leading with an empathetic, human-centered approach, L&D can transform initial fear into curiosity, fostering mindsets of opportunity and continuous learning. 3. Corporate learning, reimagined. Next-generation skilling will look fundamentally different. Gen Al technology makes the ultimate dream of learning possible-at scale, personalized, in the workflow. and when it matters. This will require tighter collaboration across the HR function, stronger business integration to embed learning experiences into working environments, and a refreshed approach to the L&D technology ecosystem. Where to start Below are four identified high-level goals to focus on, including associated priority skills and employee groups likely in need of skilling efforts: 1. Lead and drive value: Prioritize skills to inspire the "art of the possible from gen Al." Make informed decisions, including risk and ethics considerations, on investments to accelerate and enhance value creation. Role model behaviors to encourage innovation and experimentation. Target groups include the C-suite, who set transformation vision and strategy, domain and functional leaders, accountable to delivering transformation outcomes; and change agents, who influence solution adoption and scaling. Effective formats include highly immersive moments embedded along a longer journey (e.g., "go and sees to organizations on similar paths), ideally linked to strategy development and execution. 2. Build and deploy models: Prioritize skills to design, develop, test, and securely deploy Al models in service of business use cases with a strong emphasis on collaboration and risk management. Target groups include cross-functional teams of tech talent, such as data scientists, data and Al engineers, and product leaders. Formats can include team-based coaching to help accelerate team effectiveness as well as deeper skill- building learning journeys and technical certifications. 3. Enable value in specific domains: Prioritize skills to identify where gen Al can improve outcomes, reinvent workflows and approaches, and operationalize new ways of working in specific domains or functional areas. Target groups include domain and functional experts, who shape the development and deployment of gen Al solutions to enable relevant use cases, and experts who provide guidance on the governance. legal, risk management, talent, and operational angles of gen Al. Augment the day-to-day: Prioritize skills to integrate gen Al tools responsibly into daily tasks and continuous learning, ranging from risk, security, data literacy, and ethics protocols to critical durable, human-oriented skills that can't be augmented as easily (e.g. empathy, critical thinking, resilience). Target groups include frontline workforces who may leverage new gen Al tools specifically tailored to their needs (e.g., Algenerated scripts for customer agents), employees who make use of a broader set of gen Al tools to enhance tasks, as well as the line managers with visibility into their daily work. Formats must be scalable and personalized-fortunately, gen Al is revolutionizing effective and efficient in-the-flow-of-work learning (e.g., Al co-pilots as coaches). Organizations taking a more strategic approach to address the people aspect of gen Al are poised to capture the full value of the technology. When L&D and business leaders join forces to seed and lead a "skill surge," they can fully harness the business impact of gen Al and foster a culture of courageous and continuous growth, supporting all employees in achieving their goals. Source: https://www.mckinsey.com/capabilities/people-and-organizational-performance/our- Insights/the-organizationblog upskilling-and-reskilling-priorities-for-the-gen-al-era Question 1 (25 Marks) Using the information provided in the case study, develop a well-researched literature review comprising of FIVE (5) detailed paragraphs on the case study focus area. This review should integrate recent studies and articles that discuss the impact of generative Al on workforce skills. Question 2 (25 Marks) Identify and examine the THREE (3) primary research designs, providing a justification for the most suitable one in line with the case study. Additionally, outline the key factors that should be considered when selecting the most appropriate research design. Question 3 (25 Marks) Discuss the concepts of validity and reliability in research, outlining their importance in ensuring the credibility and accuracy of study findings. In your response, define and differentiate between the various types of validity and reliability. Furthermore, evaluate how issues related to validity and reliability can impact the results of a research study, particularly in the context of business research. Provide examples to support your arguments and suggest strategies that researchers can employ to improve both the validity and reliability of their research. Question 4 (25 Marks) Distinguish between probability and non-probability sampling methods. Provide THREE (3) examples of each, along with explanations for their application. Based on the factors presented in the case study. justify which sampling method would be most appropriate for conducting research in this context.

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CSTUDY_Jan25_BCOMHO...al_20241129091837.pdf.pdf
FORMATIVE ASSESSMENT 1
Read the case study below and answer ALL of the questions that follow.
Title: Upskilling and reskilling priorities for the gen Al era
[100 MARKS]
To realize the opportunity of generative Al, organizations should take a cross-collaborative, scaled
approach to upskilling and reskilling workforces. The proliferation of generative artificial intelligence
(gen Al) innovations necessitates a new approach to employee attraction, engagement, and retention.
Our survey finds that compared to late adopters, companies adopting gen Al earlier place greater
emphasis on talent development, with two-thirds already having a strategic approach to address their
future talent and skill requirements.
Organizations should think about a breadth of gen Al capability needs-from broad fluency supporting
business goals, to deep technical and domain-specific capabilities-as well as the speed and scale at
which they should be developed. However, organizations are struggling to make the jump from gen Al
fundamentals and compliance training to practical, outcome-driven skill building.
What to consider
To realize this opportunity, organizations should take a collaborative, scaled approach to upskilling and
reskilling. Reimagining their learning and development (L&D) can help organizations meet the demands
of gen Al and elevate L&D functions to be stronger strategic partners for business leaders. Here are
three considerations:
1.
Goals before roles. While tempting to rush into building gen Al literacy across all roles at once.
start with business outcomes and how gen Al investments can enable or accelerate them instead. Define
the skills required to deliver these outcomes and identify groups within the organization that need to build
those skills. This is important, as gen Al has led to more rapid reshaping and creation of roles; skills-
especially durable ones are a clearer, longer-lasting currency.
2.
Human-centered L&D. Many transformations fail due to people and culture challenges. With gen
Al, both the nature of work and required skills will continuously be reshaped, and some employees may
experience skilling efforts as a threat to their well-established professional identities. Leading with an
empathetic, human-centered approach, L&D can transform initial fear into curiosity, fostering mindsets
of opportunity and continuous learning.
3.
Corporate learning, reimagined. Next-generation skilling will look fundamentally different. Gen
Al technology makes the ultimate dream of learning possible-at scale, personalized, in the workflow.
and when it matters. This will require tighter collaboration across the HR function, stronger business
integration to embed learning experiences into working environments, and a refreshed approach to the
L&D technology ecosystem.
Where to start
Below are four identified high-level goals to focus on, including associated priority skills and employee
groups likely in need of skilling efforts:
1. Lead and drive value: Prioritize skills to inspire the "art of the possible from gen Al." Make
informed decisions, including risk and ethics considerations, on investments to accelerate and enhance
value creation. Role model behaviors to encourage innovation and experimentation.
Target groups include the C-suite, who set transformation vision and strategy, domain and functional
leaders, accountable to delivering transformation outcomes; and change agents, who influence solution
adoption and scaling.
Effective formats include highly immersive moments embedded along a longer journey (e.g., "go and
sees to organizations on similar paths), ideally linked to strategy development and execution.
2.
Build and deploy models: Prioritize skills to design, develop, test, and securely deploy Al models
in service of business use cases with a strong emphasis on collaboration and risk management.
Target groups include cross-functional teams of tech talent, such as data scientists, data and Al
engineers, and product leaders.
Formats can include team-based coaching to help accelerate team effectiveness as well as deeper skill-
building learning journeys and technical certifications.
3. Enable value in specific domains: Prioritize skills to identify where gen Al can improve
outcomes, reinvent workflows and approaches, and operationalize new ways of working in specific
domains or functional areas.
Target groups include domain and functional experts, who shape the development and deployment of
gen Al solutions to enable relevant use cases, and experts who provide guidance on the governance.
legal, risk management, talent, and operational angles of gen Al.
Augment the day-to-day: Prioritize skills to integrate gen Al tools responsibly into daily tasks and
continuous learning, ranging from risk, security, data literacy, and ethics protocols to critical durable,
human-oriented skills that can't be augmented as easily (e.g. empathy, critical thinking, resilience).
Target groups include frontline workforces who may leverage new gen Al tools specifically tailored to
their needs (e.g., Algenerated scripts for customer agents), employees who make use of a broader set
of gen Al tools to enhance tasks, as well as the line managers with visibility into their daily work.
Formats must be scalable and personalized-fortunately, gen Al is revolutionizing effective and efficient
in-the-flow-of-work learning (e.g., Al co-pilots as coaches).
Organizations taking a more strategic approach to address the people aspect of gen Al are poised to
capture the full value of the technology. When L&D and business leaders join forces to seed and lead a
"skill surge," they can fully harness the business impact of gen Al and foster a culture of courageous
and continuous growth, supporting all employees in achieving their goals.
Source: https://www.mckinsey.com/capabilities/people-and-organizational-performance/our-
Insights/the-organizationblog upskilling-and-reskilling-priorities-for-the-gen-al-era
Question 1
(25 Marks)
Using the information provided in the case study, develop a well-researched literature review comprising
of FIVE (5) detailed paragraphs on the case study focus area. This review should integrate recent studies
and articles that discuss the impact of generative Al on workforce skills.
Question 2
(25 Marks)
Identify and examine the THREE (3) primary research designs, providing a justification for the most
suitable one in line with the case study. Additionally, outline the key factors that should be considered
when selecting the most appropriate research design.
Question 3
(25 Marks)
Discuss the concepts of validity and reliability in research, outlining their importance in ensuring the
credibility and accuracy of study findings. In your response, define and differentiate between the various
types of validity and reliability. Furthermore, evaluate how issues related to validity and reliability can
impact the results of a research study, particularly in the context of business research. Provide examples
to support your arguments and suggest strategies that researchers can employ to improve both the
validity and reliability of their research.
Question 4
(25 Marks)
Distinguish between probability and non-probability sampling methods. Provide THREE (3) examples of
each, along with explanations for their application. Based on the factors presented in the case study.
justify which sampling method would be most appropriate for conducting research in this context.
Transcribed Image Text:◄ Mail 18:09 5G CSTUDY_Jan25_BCOMHO...al_20241129091837.pdf.pdf FORMATIVE ASSESSMENT 1 Read the case study below and answer ALL of the questions that follow. Title: Upskilling and reskilling priorities for the gen Al era [100 MARKS] To realize the opportunity of generative Al, organizations should take a cross-collaborative, scaled approach to upskilling and reskilling workforces. The proliferation of generative artificial intelligence (gen Al) innovations necessitates a new approach to employee attraction, engagement, and retention. Our survey finds that compared to late adopters, companies adopting gen Al earlier place greater emphasis on talent development, with two-thirds already having a strategic approach to address their future talent and skill requirements. Organizations should think about a breadth of gen Al capability needs-from broad fluency supporting business goals, to deep technical and domain-specific capabilities-as well as the speed and scale at which they should be developed. However, organizations are struggling to make the jump from gen Al fundamentals and compliance training to practical, outcome-driven skill building. What to consider To realize this opportunity, organizations should take a collaborative, scaled approach to upskilling and reskilling. Reimagining their learning and development (L&D) can help organizations meet the demands of gen Al and elevate L&D functions to be stronger strategic partners for business leaders. Here are three considerations: 1. Goals before roles. While tempting to rush into building gen Al literacy across all roles at once. start with business outcomes and how gen Al investments can enable or accelerate them instead. Define the skills required to deliver these outcomes and identify groups within the organization that need to build those skills. This is important, as gen Al has led to more rapid reshaping and creation of roles; skills- especially durable ones are a clearer, longer-lasting currency. 2. Human-centered L&D. Many transformations fail due to people and culture challenges. With gen Al, both the nature of work and required skills will continuously be reshaped, and some employees may experience skilling efforts as a threat to their well-established professional identities. Leading with an empathetic, human-centered approach, L&D can transform initial fear into curiosity, fostering mindsets of opportunity and continuous learning. 3. Corporate learning, reimagined. Next-generation skilling will look fundamentally different. Gen Al technology makes the ultimate dream of learning possible-at scale, personalized, in the workflow. and when it matters. This will require tighter collaboration across the HR function, stronger business integration to embed learning experiences into working environments, and a refreshed approach to the L&D technology ecosystem. Where to start Below are four identified high-level goals to focus on, including associated priority skills and employee groups likely in need of skilling efforts: 1. Lead and drive value: Prioritize skills to inspire the "art of the possible from gen Al." Make informed decisions, including risk and ethics considerations, on investments to accelerate and enhance value creation. Role model behaviors to encourage innovation and experimentation. Target groups include the C-suite, who set transformation vision and strategy, domain and functional leaders, accountable to delivering transformation outcomes; and change agents, who influence solution adoption and scaling. Effective formats include highly immersive moments embedded along a longer journey (e.g., "go and sees to organizations on similar paths), ideally linked to strategy development and execution. 2. Build and deploy models: Prioritize skills to design, develop, test, and securely deploy Al models in service of business use cases with a strong emphasis on collaboration and risk management. Target groups include cross-functional teams of tech talent, such as data scientists, data and Al engineers, and product leaders. Formats can include team-based coaching to help accelerate team effectiveness as well as deeper skill- building learning journeys and technical certifications. 3. Enable value in specific domains: Prioritize skills to identify where gen Al can improve outcomes, reinvent workflows and approaches, and operationalize new ways of working in specific domains or functional areas. Target groups include domain and functional experts, who shape the development and deployment of gen Al solutions to enable relevant use cases, and experts who provide guidance on the governance. legal, risk management, talent, and operational angles of gen Al. Augment the day-to-day: Prioritize skills to integrate gen Al tools responsibly into daily tasks and continuous learning, ranging from risk, security, data literacy, and ethics protocols to critical durable, human-oriented skills that can't be augmented as easily (e.g. empathy, critical thinking, resilience). Target groups include frontline workforces who may leverage new gen Al tools specifically tailored to their needs (e.g., Algenerated scripts for customer agents), employees who make use of a broader set of gen Al tools to enhance tasks, as well as the line managers with visibility into their daily work. Formats must be scalable and personalized-fortunately, gen Al is revolutionizing effective and efficient in-the-flow-of-work learning (e.g., Al co-pilots as coaches). Organizations taking a more strategic approach to address the people aspect of gen Al are poised to capture the full value of the technology. When L&D and business leaders join forces to seed and lead a "skill surge," they can fully harness the business impact of gen Al and foster a culture of courageous and continuous growth, supporting all employees in achieving their goals. Source: https://www.mckinsey.com/capabilities/people-and-organizational-performance/our- Insights/the-organizationblog upskilling-and-reskilling-priorities-for-the-gen-al-era Question 1 (25 Marks) Using the information provided in the case study, develop a well-researched literature review comprising of FIVE (5) detailed paragraphs on the case study focus area. This review should integrate recent studies and articles that discuss the impact of generative Al on workforce skills. Question 2 (25 Marks) Identify and examine the THREE (3) primary research designs, providing a justification for the most suitable one in line with the case study. Additionally, outline the key factors that should be considered when selecting the most appropriate research design. Question 3 (25 Marks) Discuss the concepts of validity and reliability in research, outlining their importance in ensuring the credibility and accuracy of study findings. In your response, define and differentiate between the various types of validity and reliability. Furthermore, evaluate how issues related to validity and reliability can impact the results of a research study, particularly in the context of business research. Provide examples to support your arguments and suggest strategies that researchers can employ to improve both the validity and reliability of their research. Question 4 (25 Marks) Distinguish between probability and non-probability sampling methods. Provide THREE (3) examples of each, along with explanations for their application. Based on the factors presented in the case study. justify which sampling method would be most appropriate for conducting research in this context.
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