IQ Archive
March 20, 2024 5 min read

IQ and Artificial Intelligence: Will AI Replace Human Intelligence?

By Jules IQ Archive Investigation

The rapid rise of Generative AI, exemplified by models like GPT-4 and Claude 3, has forced a re-evaluation of what we consider “intelligence.” For a century, IQ (Intelligence Quotient) has been the gold standard for measuring human cognitive potential. But how does this metric hold up against a machine that can process the entire Library of Congress in seconds?

This article explores the converging lines of Artificial General Intelligence (AGI) and biological IQ, asking the most pressing question of our time: Will AI render human intelligence obsolete, or merely change its definition?

The Difference Between Biological and Digital Intelligence

To understand the threat, we must first understand the distinction between human and machine cognition.

1. Processing Speed vs. Pattern Recognition

Human intelligence is constrained by biology. Neurons fire at approximately 200 Hz, which is millions of times slower than modern silicon transistors. However, the human brain is a masterpiece of efficiency, running on about 20 watts of power (roughly the energy of a dim lightbulb).

  • AI Advantage: Raw processing speed and data retrieval. An AI can memorize every law book ever written.
  • Human Advantage: Generalized pattern recognition with limited data. A human child can learn what a “cat” is after seeing three cats. An AI might need thousands of labeled images.

2. Fluid vs. Crystallized Intelligence in Machines

In psychometrics, Crystallized Intelligence (Gc) refers to accumulated knowledge. AI models have effectively maxed out this metric; they “know” almost everything available on the internet. Fluid Intelligence (Gf)—the ability to solve novel problems without prior knowledge—is where humans still hold the edge, though the gap is closing.

Moravec’s Paradox: Why AI Struggles with “Easy” Things

Hans Moravec, a robotics researcher, observed a counter-intuitive phenomenon in the 1980s:

“It is comparatively easy to make computers exhibit adult level performance on intelligence tests or playing checkers, and difficult or impossible to give them the skills of a one-year-old when it comes to perception and mobility.”

This is known as Moravec’s Paradox.

  • High-IQ tasks (math, chess, stock market analysis) require very little computation relative to their complexity.
  • Low-IQ tasks (walking, folding laundry, reading social cues) require massive computational resources because they are the result of billions of years of evolution.

This paradox suggests that AI will likely replace “white-collar” analytical jobs (high IQ) faster than “blue-collar” physical jobs, inverting the traditional hierarchy of labor value.

The Economic Impact: The End of the “IQ Premium”?

For the last 50 years, the correlation between IQ and Income has been strong. High-IQ individuals flocked to complex fields like law, medicine, and coding, which paid a premium for cognitive processing power.

The Great Leveler

AI acts as a “cognitive leveler.” A study by researchers at Harvard Business School and BCG found that when consultants used AI, those with lower baseline performance saw the biggest jump in quality (up 43%), while top performers saw a smaller gain.

  • Prediction: The economic value of average cognitive tasks (writing reports, basic coding, data analysis) will plummet toward zero.
  • New Value: The premium will shift toward Creative Intelligence, Social Intelligence, and Strategic Oversight—traits that are currently harder to automate.

Will We Reach “The Singularity”?

The Singularity is a hypothetical point in time when technological growth becomes uncontrollable and irreversible, resulting in unfathomable changes to human civilization. This is usually triggered by the creation of an Artificial Superintelligence (ASI)—a mind far smarter than the smartest human.

If an AI reaches an IQ of, say, 5000, human intelligence becomes negligible in comparison. At that point, the role of humanity shifts from “solver” to “prompter.” We become the architects of questions rather than the architects of answers.

FAQ: Navigating the AI Age

Q: Can AI take an IQ test? A: Yes. GPT-4 has reportedly scored in the 90th percentile or higher on various standardized tests like the Bar Exam and SAT. However, traditional IQ tests are designed for humans, so the comparison is imperfect.

Q: Which jobs are safest from AI? A: Jobs requiring high dexterity (plumbing, surgery) and high emotional intelligence (therapy, leadership, sales) are currently the most resistant to automation.

Q: Should I stop trying to improve my IQ? A: No. Fluid intelligence remains crucial for critical thinking. In a world of AI-generated content, the ability to discern truth from hallucination (a form of critical verification) will be more valuable than ever.

Conclusion: The Symbiotic Future

AI will not replace human intelligence; it will force it to evolve. Just as the calculator did not eliminate mathematicians but allowed them to solve harder problems, AI will handle the “cognitive drudgery,” freeing up human IQ for higher-order creativity and strategy. The future belongs not to the AI, nor to the human, but to the Centaur—the human who knows how to wield the machine.