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Belief
Governments should not hold back the spread of AI in workplaces in order to protect existing jobs. 0.50 Agree Disagree
If you disagree, this page has a column for you. A study, record or dataset for “Every major technology, from the tractor to the spreadsheet, was predicted to cause mass joblessness, and each time new kinds of work appeared instead, so a government that protects today's jobs is protecting jobs that would have changed anyway”, which rests on argument alone.
Argument TreesHow arguments are scored →
Reasons to agree
Reasons to disagree
Weight for 0.00 · weight against 0.00 · net +0.00
Each reason is a claim with its own page. Score = sign x (2 x Truth - 1) x Conf x Link x Imp x Uniq, and every column is here so the row can be multiplied out and checked. A reason argued false scores negative and counts against the side it is filed on; a reason nobody has argued yet scores exactly 0, and so does one whose own page has no work behind it.
What Would Change the AnswerTruth scores →
Every claim beneath this page held at false and then at true, one at a time, with the whole graph recomputed each time. "If false" and "if true" are where this page’s truth score lands; "Move" is how far apart they are. "If settled" is that same distance with the input’s confidence held at 1, which is what it would be worth once the work behind it is finished, so the gap between Move and If settled is the value of doing that work. This is one input at a time and finds single points of failure; it does not test several inputs moving together, which is how correlated assumptions actually fail.
Related Beliefs
- Training AI on copyrighted work without permission should be against the law. 0.50
- Governments should not hold back the spread of AI in workplaces in order to protect existing jobs. (this page)
The other beliefs filed under Artificial Intelligence; this one is listed unlinked.
Not filled in yet
| Evidence Ledger | no findings cited yet |
| Falsifiability Test | nothing named that would strengthen or weaken this belief if it turned up |
| Testable Predictions | nothing stated that we should observe if this belief is true or false |
| Objective Criteria | no yardstick both sides would accept in advance has been proposed |
| What Acting On This Would Cost and Gain | no costs or benefits priced yet |
| Logical Anatomy | the claim has not been split into its component parts |
| Interests, Not Positions | nobody has mapped who wants what, or why |
| Media Resources | no books, studies or films weighed |
| Legal Framework | no laws or rulings cited |
| General to Specific | not linked to broader or narrower beliefs |
Parts of the template nobody has filled in here. They are named rather than shown, because an empty table is not a finding, and each one is a reason the confidence above is not higher. A part that takes rows has a form for its first one.
What this page needs right now
| # | The gap | Where it goes | Who is best placed to fill it |
|---|---|---|---|
| 1 | A study, record or dataset for “Every major technology, from the tractor to the spreadsheet, was predicted to cause mass joblessness, and each time new kinds of work appeared instead, so a government that protects today's jobs is protecting jobs that would have changed anyway”, which rests on argument alone | Evidence Ledger | anyone with the source |
| 2 | A measurement both sides would accept in advance, with the reading each side predicts | Objective Criteria | anyone who can name a yardstick the other side would sign |
Named gaps, read off the tables above, so a newcomer can see exactly where a contribution goes. None of them requires agreeing with the page, and each one links to the form it goes in.
What the numbers are made of
- Share on the agree side
- no scored weight either way
- Confidence
- 32%. Weakest parts: scrutiny 0% · grounding 0%
- Depended on
- ReasonRank 0.0033, 61 of 2173
- Strongest reason for
- Every major technology, from the tractor to the spreadsheet, was predicted to cause mass joblessness, and each time new kinds of work appeared instead, so a government that protects today's jobs is protecting jobs that would have changed anyway. +0.00
- Strongest reason against
- Past machines replaced muscle and left the thinking to people; a machine that can think is a different kind of thing, and a government that waits to see whether the old pattern holds risks finding out too late to help anyone. -0.00
- What would move this most
- Settling Every major technology, from the tractor to the spreadsheet, was pred…: 0.50 if false, 0.50 if true
- Coverage
- Of 6 scored rows, 6 have no linkage page, 6 have no importance page, 6 have no uniqueness page. This page reads 6 other pages. 6 of them are one-sided or empty: Every major technology, from the tractor to the spreadsheet, was predicted to cause mass joblessness, and each time new kinds of work appeared instead, so a government that protects today's jobs is protecting jobs that would have changed anyway.; Most jobs are bundles of many tasks, and letting AI take over some of those tasks tends to change a job rather than end it, so there is far less to protect than the fear suggests.; Holding back AI in one country does not stop it anywhere else; the new jobs built around the tools simply grow abroad, and the protected jobs still disappear when cheaper foreign products arrive.; Past machines replaced muscle and left the thinking to people; a machine that can think is a different kind of thing, and a government that waits to see whether the old pattern holds risks finding out too late to help anyone.; Even when new jobs eventually appear, the people who lose the old ones are rarely the people who get the new ones, and slowing the change gives those workers time to retrain or retire before their livelihood is gone.; The spread of AI into workplaces is arriving faster than earlier shifts did, and a pace set by companies racing one another leaves schools, workers and towns no time to adjust unless government slows it down..
- Bottom line
- The disagreement turns on whether slowing a technology to protect jobs actually saves workers or only delays the same change while the benefits go elsewhere.
Structural Checks
| Finding | How serious | What it means |
|---|---|---|
| Nothing stated would show it false | a note | No testable prediction is listed, so as written there is no observation that would count against this belief. |
Faults the shape of the argument can show without reading a word of it: a claim used to support itself, a conclusion listed among its own premises, the same page counted twice. None of these changes a score. The wiki also specifies pattern-matching the prose for ten named fallacies; that is deliberately not done here, because a matcher looking for “attacking the person rather than the argument” would fire on the central legitimate argument on this whole site, and a score moved by a regular expression has no page to appeal to.
Scoring EngineTruth scores →
| Quantity | Value | How |
|---|---|---|
| Argument score | +0.00 | argument rows: weight for minus weight against |
| Evidence score | +0.00 | evidence rows: weight for minus weight against |
| Prediction contribution | +0.00 | prediction rows, same signed formula as every other row |
| Belief score | +0.00 | the three lines above added together |
| Positive total | 0.00 | every row whose signed contribution came out positive, from either side |
| Negative total | 0.00 | every row whose signed contribution came out negative, as a magnitude |
| Starting point | 0.50 | where this claim starts before any of its own rows count: Nothing observed: no source type recorded, so this claim starts at a coin flip |
| Weight of the starting point | 1.00 | k x a bounded reward for independent replication, k = 1, capped at 2.0 x k |
| Truth score, argued | 0.50 | (positive + weight x starting point) / (positive + negative + weight) |
| Truth score | 0.50 | argued truth, capped by the weakest load-bearing component that has its own page |
| ReasonRank | 0.0033 | how much of the site depends on this page: rank 61 of 2173. The share of a walk that starts at the 162 beliefs and steps to the pages they read, with a 0.85 chance of stepping on each time |
| Work value | 0.0023 | ReasonRank x (1 - confidence): how much settling this page would be worth to everything above it |
| Completeness | yes | at least one scored reason on each side (an importance page: at least one interest; an interest page: both readings filled) |
Cite this page Governments should not hold back the spread of AI in workplaces in order to protect existing jobs. Idea Stock Exchange, belief page governments-hold-back-spread, truth 0.50, confidence 32%, revision 42c8344 of 2026-10-04. The revision is what makes this quotable: these numbers move as the argument is worked on, and rebuilding that revision reproduces them exactly.
Every number on this page as data: governments-hold-back-spread.json. Constants: K = 1 · UNARG = 0.5 · DEFLINK = 1 · DEFIMP = 0.5 · DEFUNIQ = 1. A reason placed under a conclusion is presumed relevant until a linkage page says otherwise; the burden is on the challenger. The neutral start for importance, the wiki's own rule.
Every value here is computed from the tables above at build time. Nothing is typed.