Bersin, J. (2019, October). Where companies go wrong with learning and development. Harvard Business Review. Retrieved from https://hbr.org/2019/10/where-companies-go-wrong-with-learning-and-development
Boston Consulting Group. (2021, April). Decoding global reskilling and career paths. Retrieved from https://web-assets.bcg.com/93/b6/11ba136841189e51cc50486f1340/bcg-decoding-global-reskilling-and-career-paths-apr-2021.pdf
Digital Learning Institute. (2024). Education technology trends to watch in 2025. Retrieved from https://www.digitallearninginstitute.com/blog/education-technology-trends-to-watch-in-2025
Harvard Business School Online. (2024, September). AI-driven business models. Retrieved from https://online.hbs.edu/blog/post/ai-driven-business-models
Hong, J. (2024). Navigating the future: The impact of AI technologies on employment and job roles in the public sector (Doctoral dissertation, California State University, Northridge).
Le Cunff, A. L., Giampietro, V., & Dommett, E. (2024). Neurodiversity and cognitive load in online learning: A focus group study. Plos one, 19(4), e0301932.
Odogwu, I. C., Obed, O. O., & Agbo, N. M. (2024). Up-skilling and re-skilling industrial workforce via school-industry relations for effective work preparation of students in technical institutions in Rivers State. NAU Journal of Technology and Vocational Education, 9(2).
Orrell, B. (2025). De-skilling the knowledge economy. Retrieved from https://cosm.aei.org/wp-content/uploads/2025/06/De-Skilling-the-Knowledge-Economy-1.pdf
Raimi, L. (2021, December). Human capital development through reinventing, retooling and reskilling strategies. In Conference Towards ASEAN Chairmanship 2023 (TAC 23 2021) (pp. 22-29). Atlantis Press.
Schulze, K. (2024). Re-skilling, Up-skilling, and the Role of Education in the Adjustment to Economic Shocks. Yale University, Cowles Foundation. Retrieved from https://cowles.yale.edu/sites/default/files/2024-05/Schulze%2C%20Karl%20JMP.pdf
Whitehead, A., & Alves, N. J. (2022). Use of the “Future Life Map” exercise to improve awareness of career options and opportunities in underrepresented minority undergraduate students pursuing STEM careers. PLoS ONE, 17(2), e0263848.
World Economic Forum. (2023, May). Putting skills first: A framework for action. World Economic Forum. Retrieved from https://www.weforum.org/publications/putting-skills-first-a-framework-for-action/
Claude AI -
Opus 4 was used to design and create the prototype of the Pathmapper APP. It was also used to code and engineer the UX of the application
Without this tool, I would not have been able to better recognize the features of the app I was visualizing in my head. As I got better at prompts, I was able to prototype features into this prototype.
Mistral AI -
Was used to design the banner image and the logo of of the Pathmapper Application. Also used to generate images on the "goals of the project" section. Mistral AI was also used to format references for this course.
Was used to generate the video on the pitch including stock images and voice. The script was done by me but the voiceover was provided by the AI voice.