{"schema":"scenarios_model/3","generated_for":"/scenarios explorer (client-side deterministic recompute)","spec":"docs/wp53-model-spec.md \u00a74.4/\u00a79b envelope; the Oct 18, 2026 scenario-explorer review's model rework (exposure-driven dose, anchored adoption, central-case starting line) and its Phase 2 item 8 local job-mix view \u2014 documented in scripts/wp5/generate_scenarios_data.py","time":{"anchor":"2026-09-01","months":["2026-09-01","2026-10-01","2026-11-01","2026-12-01","2027-01-01","2027-02-01","2027-03-01","2027-04-01","2027-05-01","2027-06-01","2027-07-01","2027-08-01","2027-09-01","2027-10-01","2027-11-01","2027-12-01","2028-01-01","2028-02-01","2028-03-01","2028-04-01","2028-05-01","2028-06-01","2028-07-01","2028-08-01","2028-09-01","2028-10-01","2028-11-01","2028-12-01","2029-01-01","2029-02-01","2029-03-01","2029-04-01","2029-05-01","2029-06-01","2029-07-01","2029-08-01","2029-09-01","2029-10-01","2029-11-01","2029-12-01","2030-01-01","2030-02-01","2030-03-01","2030-04-01","2030-05-01","2030-06-01","2030-07-01","2030-08-01","2030-09-01","2030-10-01","2030-11-01","2030-12-01","2031-01-01","2031-02-01","2031-03-01","2031-04-01","2031-05-01","2031-06-01","2031-07-01","2031-08-01","2031-09-01","2031-10-01","2031-11-01","2031-12-01","2032-01-01","2032-02-01","2032-03-01","2032-04-01","2032-05-01","2032-06-01","2032-07-01","2032-08-01","2032-09-01","2032-10-01","2032-11-01","2032-12-01","2033-01-01","2033-02-01","2033-03-01","2033-04-01","2033-05-01","2033-06-01","2033-07-01","2033-08-01","2033-09-01","2033-10-01","2033-11-01","2033-12-01","2034-01-01","2034-02-01","2034-03-01","2034-04-01","2034-05-01","2034-06-01","2034-07-01","2034-08-01","2034-09-01","2034-10-01","2034-11-01","2034-12-01","2035-01-01","2035-02-01","2035-03-01","2035-04-01","2035-05-01","2035-06-01","2035-07-01","2035-08-01","2035-09-01","2035-10-01","2035-11-01","2035-12-01","2036-01-01","2036-02-01","2036-03-01","2036-04-01","2036-05-01","2036-06-01","2036-07-01","2036-08-01","2036-09-01","2036-10-01","2036-11-01","2036-12-01"],"last_observed":"2026-09-01","history_start":"2019-01-01","history_years":[2021,2022,2023,2024,2025],"horizon_years":[2027,2028,2029,2030,2031,2032,2033,2034,2035,2036],"adoption_today":23.8,"adoption_source":"Measured business AI use, census_btos national reading for 2026-09-07 (observations, metric ADOPAIUSE)","history_note":"Measured history is the annual OC1 occupation employment series (the one the occupation pages chart), indexed to its latest year; the model paths start at today = 100."},"dials":{"speed":{"min":89,"max":250,"step":1,"default":131.0,"unit":"days per capability doubling","pub":[89.0,213.5],"paths":{"slowdown":213.5,"trend":182.7,"acceleration":159.6},"source":"METR time-horizon doubling windows (196 d full-history, 131 d from-2023, 89 d from-2024) and the WP5.1 staged trend fit (182.7 d, 95% CI 159.6-213.5)","desc":"How fast AI is improving, shown as the days it takes for what AI systems can do to double.","note":"The default is METR's from-2023 window. The doubling trend raises how much of each job AI can take over as time passes; the effect is real but gradual \u2014 capability stops being the binding constraint within a few years at these speeds."},"ceiling":{"min":0,"max":100,"step":1,"default":100.0,"unit":"% of firms and workers","pub":null,"source":"WP5.2 logistic fit of the national business AI-use adoption trajectory (stg.adoption_curve_fits, metric ADOPAIUSE, geo national:US, era current)","desc":"How far AI use eventually goes, as a share of firms and workers.","note":"Changes the future only: today stays pinned to the measured 0.238% reading. The fitted ceiling sits at its upper bound, so the default level is an upper-bound reading."},"timing":{"min":-3,"max":3,"step":0.25,"default":0,"unit":"years vs the measured midpoint","pub":null,"source":"WP5.2 logistic fit of the national business AI-use adoption trajectory (stg.adoption_curve_fits, metric ADOPAIUSE, geo national:US, era current)","desc":"When adoption happens. Moves the whole curve earlier or later than the measured midpoint.","note":"Changes the future only: today stays pinned to the measured reading."},"auto":{"min":0,"max":100,"step":1,"default":46.55,"unit":"% of AI use that automates","pub":null,"source":"AEI observed usage doses (stg.occupation_scores, score_type aei_observed, computed 2026-09-29)","desc":"What share of AI use takes work over, and what share helps people do it.","note":"At the ends every job's mix really is all augmentation (0) or all automation (100). Small observed-usage samples are pulled toward the national split with a 5-task prior."},"kappa":{"min":0,"max":1,"step":0.05,"default":0.0,"unit":"share of AI's effect that reaches jobs","pub":[0.25,1.0],"source":"Central 0 \u2014 the research's central finding: no significant employment effect (S1 Acemoglu et al. aggregate null; S4 Edlich-Slok/AEI DiD). 0.25-1.0 \u2014 the calibrated hours-intensity band (S3 Bick, Blandin & Deming 2024, NBER w32966)","translation":"realized hours-assisted 1.4% of total work hours (2024) / model-implied intensity without kappa 0.038 * 0.75 ~= 0.029 -> 0.014/0.029 ~= 0.5; range spans S3's 1-5% hours band (spec section 5.2)","desc":"How much of AI's growing role actually shows up as job change.","note":"0 is the starting (central-case) setting: the research finds no significant employment effect. 1.0 with the response at its published bounds is the strongest reading the research allows \u2014 the research upper bound line."}},"model":{"adoption":{"ceiling_pct":100.0,"midpoint_days":1218.9905353873196,"steepness_per_day":0.0013075800037335155,"era_start":"2025-11-03","ceiling_at_bound":true,"fitted_at":"2026-09-29","source":"WP5.2 logistic fit of the national business AI-use adoption trajectory (stg.adoption_curve_fits, metric ADOPAIUSE, geo national:US, era current)"},"anchor":"2026-09-01","anchor_adoption":0.23800000000000002,"response_bounds":{"eta_auto":0.35,"eta_aug":0.031,"eta_auto_source":{"source":"S4's measured -6.7pp wage response recomputed at the broader AEI >= 0.4 cutoff exposure base (CE ~= 0.19 unit-years). The 0.4 cutoff's mean exposure (~0.53) is NOT published by S4; it is backed out of the -6.7pp/0.35 correspondence approved in the 2026-10-10 widening brief \u2014 the softest step of the widening, flagged for G5 review (docs/wp53-model-spec.md section 11.4)","translation":"-0.067/0.19 ~= -0.35 per unit-year (spec section 9b)"},"eta_aug_source":{"source":"S2 (NBER w32487 / Economic Policy 40(121)): GDP +0.93-1.16%/10y upper endpoint","translation":"ln(1.0116)/0.375 ~= +0.031 per unit-year (spec section 5.4); the literature supports only the null and this bound \u2014 no sourced midpoint, so the widened grid keeps two levels (spec section 9b)"},"note":"The user's line and the research-upper-bound line run at these response bounds \u2014 the strongest defensible reading (a bound, never observed as full pass-through). The kappa dial defaults to 0, the research's central finding, so the starting line is the central case: no change."},"central_arms":[{"label":"q_low","eta_auto":0.25,"eta_aug":0.0,"path":"acceleration"},{"label":"q_mid","eta_auto":0.0,"eta_aug":0.0,"path":"trend"},{"label":"q_high","eta_auto":0.0,"eta_aug":0.031,"path":"slowdown"}],"full_grid":{"kappas":[0.25,0.5,1.0],"eta_auto":[0.0,0.1,0.25,0.35],"eta_aug":[0.0,0.031],"paths":["slowdown","trend","acceleration"],"dedup_null":true},"n_full_arms":64,"kappa_curve":{"enabled":true,"a_star":0.4854,"a_star_month":"2029-01-01","gamma":1.0,"kappa_central":0.25,"application":"central-case-only","calibrated":"2026-10-21","canary_elasticity_pts_per_adoption_pt":-0.1015,"canary_current":-3.578,"threshold":-6.0,"source":"Calibration memo docs/research/kappa-curve-calibration-2026-10-21.md. Measured elasticity: the L4 canary (national median) moved -0.66 pts while measured BTOS adoption rose 17.3%->23.8% (2025-11->2026-09), -0.1015 canary-pts per adoption point. Projecting to the July review's -6.0%/yr structural-break threshold puts the crossing at adoption ~= 47.7%; the modeled path (measured defaults) reaches that at 2029-01-01 -> a* = 0.4854. Reading (a): the young-worker wedge is the aggregate effect's leading edge.","translation":"kappa_t = min(1, dial + kappa_central x shape(A_t)), shape = ((A_t - a*)/(1 - a*))^gamma above a*, 0 below - an ADDITIVE floor under every path, so the kappa dial stays continuous (no jump at 0->0.05) and the presets keep their early-year contrast; capped at 1 so 'the strongest the research allows' stays the strongest. kappa_central = 0.25, the S3 hours-intensity band's lower bound. The reverse solver composes the same two terms (dial·S + kappa_central·S_shape).","falsifier":"The canary holds past -6.0%/yr for 4+ consecutive quarters with no aggregate employment effect arriving (Acemoglu/AEI families still null) -> the leading-indicator reading is falsified; recalibrate with enabled := false and re-derive. A steepening canary pulls a* earlier; a reversing one pushes it out."},"exposure":{"k_shrink":5.0,"national_auto_share":46.55,"dose_computed":"2026-09-29","coverage_source":"stg.occupation_scores weight_coverage, score_type aei_observed, claude_ai latest release (the occupation pages' 'AI is doing' share); latest recorded value on any platform as fallback","could_do_source":"stg.occupation_scores e_obs, score_type eloundou (Eloundou et al. GPTs-are-GPTs task exposure \u2014 the pages' 'AI could do' share)","note":"The response dose is the job's measured AI exposure, raised over time by the capability trend toward full coverage, weighted by the job's could-do share, and split by the automation mix. Each capability doubling closes half the remaining gap \u2014 a modeling translation, not a measurement."},"population_note":"The model's projection is for all workers \u2014 the research gives no separate under-25 result, and the response model has no age grain. The Under 25 control shows the under-25 hiring facts we measure for the selected job (Census QWI, via the industries that employ it) beside the projection; it never changes the model line."},"tracker":{"weights":{"A":34.0,"B":33.6,"C":32.4},"computed_at":"2026-10-17","leading":"A","margin":0.4,"near_tie":true,"scenario_names":{"A":"Accelerated Displacement","B":"Gradual Transition","C":"Augmentation Dominant"},"preset_map":{"A":"Fast adoption, mostly automation","B":"Slow adoption, limited reach","C":"Measured pace, mostly assistance"},"near_tie_margin":1.0,"note":"The scenario tracker on National Pulse watches eight indicators drawn from published research and turns them into weights for the three long-run scenarios. The badge marks the preset whose tracker scenario currently holds the top weight; the mapping to the dials is indicative. The reading is baked into this data file with the date it was computed."},"occupations":[{"o":"11-1011.00","t":"Chief Executives","da":0.527611,"dg":0.472389,"x":0.324528,"xc":0.46,"n":60,"em":204350,"h":[200480.0,199240.0,211230.0,211850.0,204350.0],"a":{"m":["2026-02-01","2026-05-01"],"v":[1864.0,1753.4]}},{"o":"11-1011.03","t":"Chief Sustainability Officers","da":0.237743,"dg":0.762257,"x":0.048041,"xc":0.5556,"n":21,"em":null},{"o":"11-1021.00","t":"General and Operations Managers","da":0.581717,"dg":0.418283,"x":0.314703,"xc":0.4808,"n":15,"em":3503020,"h":[2984920.0,3376680.0,3507810.0,3584420.0,3503020.0]},{"o":"11-2011.00","t":"Advertising and Promotions Managers","da":0.439054,"dg":0.560946,"x":0.217898,"xc":0.4767,"n":65,"em":21470,"h":[22520.0,22010.0,20630.0,21100.0,21470.0]},{"o":"11-2021.00","t":"Marketing Managers","da":0.37755,"dg":0.62245,"x":0.604604,"xc":0.5,"n":66,"em":395240,"h":[278690.0,328570.0,368940.0,384980.0,395240.0],"a":{"m":["2026-03-01","2026-04-01","2026-05-01","2026-06-01","2026-07-01","2026-08-01"],"v":[449.4,424.5,416.5,507.8,509.3,476.9]}},{"o":"11-2022.00","t":"Sales Managers","da":0.54277,"dg":0.45723,"x":0.536729,"xc":0.45,"n":38,"em":637080,"h":[453800.0,536390.0,575880.0,603710.0,637080.0],"a":{"m":["2026-03-01","2026-04-01","2026-05-01","2026-06-01","2026-07-01","2026-08-01"],"v":[724.4,684.3,671.4,818.5,820.9,768.7]}},{"o":"11-2032.00","t":"Public Relations Managers","da":0.305765,"dg":0.694235,"x":0.25164,"xc":0.55,"n":67,"em":74850,"h":[59850.0,64280.0,72760.0,76060.0,74850.0]},{"o":"11-2033.00","t":"Fundraising Managers","da":0.324337,"dg":0.675663,"x":0.024309,"xc":0.5625,"n":16,"em":38810,"h":[23190.0,26240.0,31810.0,36920.0,38810.0]},{"o":"11-3012.00","t":"Administrative Services 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Reader rule per docs/wp32-cps-status.md: prefer the ipums_cps harvest where the month exists, census_cps_basic fills the rest, newest vintage wins per period within a source. A month is measured only when every age band is published \u2014 gaps, never zeros.","note":"Measured monthly employment since January 2026 for the jobs the CPS panel covers \u2014 what the Forecast Track Record compares against. Not every job has post-anchor measurements yet; where they are missing the page says so rather than estimating."},"metros":{"release":"release_2026_06_26","n_with_basis":392,"employment_basis":"BLS Occupational Employment and Wage Statistics (OEWS) metro-area occupation employment, 2024 panel (public.occupation_metro_wages \u2014 the same table the exposure map's metro computation uses). A metro's local result sums the model's per-job changes weighted by each job's local employment; occupations OEWS does not report for a metro are left out of that metro's mix (about 5% of modeled occupations nationally). 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view: a picked metro's result is the place's own job mix \u2014 every modeled job's change weighted by its local employment (OEWS 2024), not one national job scaled up or down. Metros without a usable local employment basis fall back to the U.S.-wide result and say so."}}