Net job loss probably not; dynamism with some categories going away

Net job loss probably not; dynamism with some categories going away | There is going to be a lot of dynamism with some job categories going away, others new ones coming into existence and net job loss probably not.

Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

There is going to be a lot of dynamism with some job categories going away, others new ones coming into existence and net job loss probably not.

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=5ak26W2YNRY",
  "mode": "FORECAST",
  "role": "Host",
  "context": "net job loss probably not",
  "to_year": 2030,
  "verbatim": "There is going to be a lot of dynamism with some job categories going away, others new ones coming into existence and net job loss probably not.",
  "conv_cues": "probably not",
  "direction": "NOT_HAPPEN",
  "from_year": 2026,
  "timeframe": "Future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Jury selection begins April 27, 2026 for Musk v OpenAI trial",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "247_058",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "BLS unemployment rate stays below 5.0% through 2028",
      "source": "BLS Mar 2026 U-3 at 4.3%; net job creation +178k March 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://epicforamerica.org/education-workforce-retirement/march-2026-jobs-report-ai-path/",
      "expected_date": "2027-06-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "BLS U-3 unemployment monthly readings stay <5.0% for >=20 of next 24 months; current 4.3% (Mar 2026). Sustained <5% supports 'no net job loss' claim."
    },
    {
      "kind": "llm_pre_event",
      "label": "New job categories created: BLS adds >=2 new SOC codes for AI-era roles",
      "source": "BLS SOC revisions historically lag tech change ~5y; 2028 cycle is candidate",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2027-08-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "BLS Standard Occupational Classification 2028 update or adjacent revision adds >=2 new occupation codes (e.g., AI auditor, prompt engineer, AI-human-loop specialist)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Goldman Sachs, McKinsey, or Anthropic publish revised displacement timeline through 2028",
      "source": "Goldman base case 6-7% over 10y; mid-period revision is leading signal",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.goldmansachs.com/insights/articles/how-will-ai-affect-the-
... (truncated)