Will generative AI bring the productivity increases we need?

August 1, 2023

Many worry that AI will have a significant impact on jobs across the economy. From call center workers to business analysts, nobody can be certain that his or her job won’t be displaced by intelligent systems. While this may be worrisome from an individual perspective, it could also provoke a sigh of relief; replacing human workers with machines could mean that we finally see some productivity increases after decades of computerization and digitalization.

However, despite the apparent advancements in information technology, there has been a lack of corresponding increases in productivity. Various explanations for this productivity paradox exist; it may take more time for productivity effects to become visible (as businesses need time to fully implement digital solutions), it could be a measuring problem (traditional statistics miss the value generated by digital technology), or perhaps digitalization has primarily created new practices that don’t truly add value (e.g., elaborate PowerPoint slides, superfluous emails). 

For generative AI, the question is whether it will reduce our workload and lead to time savings (and hence productivity increases). Alternatively, whether the lower costs to produce text, images, data analyses, and other outputs that AI’s can deliver will inspire new nonsensical practices, such as even more intricate slides or personalized services that barely add value. Moreover, if AI does indeed save us time, will it do so in the sectors where it is needed most?

Chances are that AI will primarily replace workers who are of minimal economic and societal value. These so-called 'bullshit jobs' often entail ‘information work’, which is precisely what AI excels at. By contrast, substituting people in sectors that hold high societal value and currently struggle with labor supplies will be far more difficult. Jobs in healthcare, education, and construction typically involve combinations of cognitive and physical tasks, which are much more challenging to automate.

These likely outcomes suggest that we could witness a growing number of unemployed ‘information workers’, while other sectors will continue to struggle to find skilled workers. From a societal perspective, this raises the question of whether and how we can transition people out of their current 'bullshit jobs' and into sectors that are of crucial importance to society and the economy.

Burning questions:
  1. As generative AI continues to evolve and potentially displace workers, how should society and governments adapt their educational systems and training programs to ensure that individuals are prepared for sectors where human labor is still vital and in high demand?
  2. How can we foster innovation in AI that delivers productivity increases even in hard-to-automate sectors? For instance by reducing the administrative burden on healthcare workers or teachers?

Series 'AI Metaphors'

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1. The tool
Category: The object
Humans shape tools. We make them part of our body while we melt their essence with our intentions. They require some finesse to use but they never fool us or trick us. Humans use tools, tools never use humans. We are the masters determining their course, integrating them gracefully into the minutiae of our everyday lives. Immovable and unyielding, they remain reliant on our guidance, devoid of desire and intent, they remain exactly where we leave them, their functionality unchanging over time. We retain the ultimate authority, able to discard them at will or, in today's context, simply power them down. Though they may occasionally foster irritation, largely they stand steadfast, loyal allies in our daily toils. Thus we place our faith in tools, acknowledging that they are mere reflections of our own capabilities. In them, there is no entity to venerate or fault but ourselves, for they are but inert extensions of our own being, inanimate and steadfast, awaiting our command. (This paragraph was co-authored by a human.)
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2. The machine
Category: The object
Unlike a mere tool, the machine does not need the guidance of our hand, operating autonomously through its intricate network of gears and wheels. It achieves feats of motion that surpass the wildest human imaginations, harboring a power reminiscent of a cavalry of horses. Though it demands maintenance to replace broken parts and fix malfunctions, it mostly acts independently, allowing us to retreat and become mere observers to its diligent performance. We interact with it through buttons and handles, guiding its operations with minor adjustments and feedback as it works tirelessly. Embodying relentless purpose, laboring in a cycle of infinite repetition, the machine is a testament to human ingenuity manifested in metal and motion. (This paragraph was co-authored by a human.)
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3. The robot
Category: The object
There it stands, propelled by artificial limbs, boasting a torso, a pair of arms, and a lustrous metallic head. It approaches with a deliberate pace, the LED bulbs that mimic eyes fixating on me, inquiring gently if there lies any task within its capacity that it may undertake on my behalf. Whether to rid my living space of dust or to fetch me a chilled beverage, this never complaining attendant stands ready, devoid of grievances and ever-willing to assist. Its presence offers a reservoir of possibilities; a font of information to quell my curiosities, a silent companion in moments of solitude, embodying a spectrum of roles — confidant, servant, companion, and perhaps even a paramour. The modern robot, it seems, transcends categorizations, embracing a myriad of identities in its service to the contemporary individual. (This paragraph was co-authored by a human.)
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4. Intelligence
Category: The object
We sit together in a quiet interrogation room. My questions, varied and abundant, flow ceaselessly, weaving from abstract math problems to concrete realities of daily life, a labyrinthine inquiry designed to outsmart the ‘thing’ before me. Yet, with each probe, it responds with humanlike insight, echoing empathy and kindred spirit in its words. As the dialogue deepens, my approach softens, reverence replacing casual engagement as I ponder the appropriate pronoun for this ‘entity’ that seems to transcend its mechanical origin. It is then, in this delicate interplay of exchanging words, that an unprecedented connection takes root that stirs an intense doubt on my side, am I truly having a dia-logos? Do I encounter intelligence in front of me? (This paragraph was co-authored by a human.)
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5. The medium
Category: The object
When we cross a landscape by train and look outside, our gaze involuntarily sweeps across the scenery, unable to anchor on any fixed point. Our expression looks dull, and we might appear glassy-eyed, as if our eyes have lost their function. Time passes by. Then our attention diverts to the mobile in hand, and suddenly our eyes light up, energized by the visual cues of short videos, while our thumbs navigate us through the stream of content. The daze transforms, bringing a heady rush of excitement with every swipe, pulling us from a state of meditative trance to a state of eager consumption. But this flow is pierced by the sudden ring of a call, snapping us again to a different kind of focus. We plug in our earbuds, intermittently shutting our eyes, as we withdraw further from the immediate physical space, venturing into a digital auditory world. Moments pass in immersed conversation before we resurface, hanging up and rediscovering the room we've left behind. In this cycle of transitory focus, it is evident that the medium, indeed, is the message. (This paragraph was co-authored by a human.)
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6. The artisan
Category: The human
The razor-sharp knife rests effortlessly in one hand, while the other orchestrates with poised assurance, steering clear of the unforgiving edge. The chef moves with liquid grace, with fluid and swift movements the ingredients yield to his expertise. Each gesture flows into the next, guided by intuition honed through countless repetitions. He knows what is necessary, how the ingredients will respond to his hand and which path to follow, but the process is never exactly the same, no dish is ever truly identical. While his technique is impeccable, minute variation and the pursuit of perfection are always in play. Here, in the subtle play of steel and flesh, a master chef crafts not just a dish, but art. We're witnessing an artisan at work. (This paragraph was co-authored by a human.)
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7. The deficient animal
Category: The human
Once we became upright bipedal animals, humans found themselves exposed and therefore in a state of fundamental need and deficiency. However, with our hands now free and our eyes fixed on the horizon instead of the ground, we gradually evolved into handy creatures with foresight. Since then, human beings have invented roofs to keep them dry, fire to prepare their meals and weapons to eliminate their enemies. This genesis of man does not only tell us about the never-ending struggle for protection and survival, but more fundamentally about our nature as technical beings, that we are artificial by nature. From the early cave drawings, all the way to the typewriter, touchscreens, and algorithmic autocorrections, technics was there, and is here, to support us in our wondering and reasoning. Everything we see and everywhere we live is co-invented by technics, including ourselves. (This paragraph was co-authored by a human.)
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8. The enhanced human
Category: The human
In a lab reminiscent of Apple HQ, a figure lies down, receiving his most recent cognitive updates. He wears a sleek transparent exoskeleton, blending the dark look of Bat Man with the metallic of Iron Man. Implemented in his head, we find a brain-computer interface, enhancing his cognitive abilities. His decision making, once burdened by the human deficiency we used to call hesitation or deliberation, now takes only fractions of seconds. Negative emotions no longer fog his mind; selective neurotransmitters enhance only the positive, fostering beneficial social connections. His vision, augmented to perceive the unseen electromechanical patterns and waves hidden from conventional sight, paints a deeper picture of the world. Garbed in a suit endowed with physical augmentations, he moves with strength and agility that eclipse human norms. Nano implants prolong the inevitable process of aging, a buffer against time's relentless march to entropy. And then, as a penultimate hedge against the finite, the cryo-cabin awaits, a sanctuary to preserve his corporal frame while bequeathing his consciousness to the digital immortality of coded existence. (This paragraph was co-authored by a human.)
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9. The cyborg
Category: The human
A skin so soft and pure, veins pulsing with liquid electricity. This fusion of flesh and machinery, melds easily into the urban sprawl and daily life of future societies. Something otherworldly yet so comfortingly familiar, it embodies both pools of deep historical knowledge and the yet-to-be. It defies categorization, its existence unraveling established narratives. For some, its hybrid nature is a perplexing anomaly; for others, this is what we see when we look into the mirror. This is the era of the cyborg. (This paragraph was co-authored by a human.)
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About the author(s)

Researcher Sjoerd Bakker is fascinated by the interplay between technology and society, and has studied the role of different actors in the innovation and implementation of new technologies throughout his career. At the thinktank, he is mainly involved in research and consultancy projects for clients, and strategic and thematic research for sister company Dasym. Among other themes, Sjoerd frequently writes and speaks about the power and danger of digital technology, as well as sustainability in both technological and institutional innovation.

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