Homework Notes

Homework Notes:

(World Economic Forum — video transcript 5:13 – 9:02)

Economists emphasize that to keep workforces resilient, countries must make in-demand jobs more sustainable and attractive to workers.
Upskilling is essential — not only training for new roles, but giving workers mobility to progress so they see advancement potential and stay in sectors such as healthcare and accounting.
Generative AI is redefining productivity: it’s not about producing the same with less, but producing better with less.
AI agents can complete or automate routine objectives, improving productivity — yet this shouldn’t mean job loss.
True productivity gains depend on companies investing in human capital, moving from “managing workers” to developing workers.
Economists note it may take time for AI’s impact to show in data, but it’s expected to appear faster than past tech revolutions.
Without alignment between technology and people, productivity growth — and a thriving labor force — won’t materialize.

The video directly ties productivity to upskilling pathways, meaning companies’ social role is to enable worker growth, not replace them.
When firms invest in training, they strengthen economic inclusion and workforce resilience, which benefits society.

If productivity is “producing better with less,” how should companies measure quality and human development, not just output?
How can firms ensure AI adoption leads to career mobility rather than workforce reduction?
What responsibilities do companies have to provide ongoing learning so employees can adapt to rapid tech change?

(Kate Raworth TED Interview — Doughnut Economics transcript 0:10 – 5:45)

Societies have been conditioned to equate growth with progress, but endless growth becomes “Peter Pan economics” — an economy that never matures.
The origin of GDP (Simon Kuznets) came with a warning: GDP doesn’t measure welfare, care work, or environmental depletion.
Despite that warning, nations pursued GDP as a single score of success.
Raworth’s Doughnut Economics proposes a new compass:

The inner ring = social foundation — no one should fall short on essentials like food, healthcare, education, housing, equality, and energy.
The outer ring = ecological ceiling — humanity must not overshoot planetary limits like carbon use, soil loss, or biodiversity collapse.

A healthy economy means meeting everyone’s needs within these two boundaries — finding balance, not endless expansion.
Human and planetary health both rely on “enough but not too much.”

Businesses play a role in helping people move above the social foundation (living wages, access) without overshooting the ecological ceiling (resource depletion).
Economic success should be judged by whether it keeps people out of deprivation and protects the planet’s capacity to sustain life.

How can companies measure success through balance rather than constant growth?
Which of the Doughnut’s two rings—social or ecological—does your industry affect most?
If “enough but not too much” defines health, how can a business know when its growth becomes harmful rather than helpful?

(Mariana Mazzucato TED Talk — Value Creation vs. Extraction transcript 0:14 – 18:51)

Mazzucato argues we’ve “lost our way” in defining value: economists no longer debate what creates it, assuming prices reveal value.
This logic allows industries that cause crises (e.g., finance during 2008) to call themselves productive simply because they earn high prices.
Earlier thinkers (Physiocrats, Smith, Marx) distinguished productive work that generates new value from unproductive or sterile activity that merely extracts it.
Since the 1970s, parts of finance were reclassified as “financial intermediation”, counted as GDP even though much of it recycles capital within finance itself (“FIRE” — finance, insurance, real estate).
Companies increasingly use profits for share buybacks instead of reinvestment in R&D, human capital, or innovation.
True prosperity depends on reinvesting value created back into production, workers, and public research.
She calls for rethinking measurement so societies can tell the difference between value creation and value extraction.

When value is defined by social contribution rather than price, businesses are accountable for how profits support people and innovation.
Measuring and rewarding reinvestment can ensure economies create long-term public benefit rather than short-term private gain.

If prices no longer reveal real value, how should businesses prove they are creating, not extracting, value?
Should firms that benefit from public funding or bailouts be required to reinvest in workers and innovation?
How can redefining “value” change which industries society treats as most productive?