TCC - Legacy AI Impact Analysis - @kdonville

Adoption over Time

posting_year	industry	region	seniority_level	job_type	ai_intensity_level	salary_usd	ai_intensity_score	automation_risk_score	ai_mentioned	reskilling_required
2025	Agriculture	Africa	Intern	Traditional	Low (0.0–0.25)	27009	0.04	0.78	false	false
2025	Agriculture	Africa	Junior	AI-Intensive	High (0.75–1.0)	31794	0.76	0.25	true	true
2025	Agriculture	Africa	Mid	AI-Intensive	High (0.75–1.0)	35395	0.86	0.22	true	true
2025	Agriculture	Africa	Intern	AI-Intensive	High (0.75–1.0)	39559	0.91	0.21	true	true
2025	Agriculture	Africa	Intern	Traditional	Low (0.0–0.25)	25778	0.15	0.76	false	false
2025	Agriculture	East Asia	Senior	Traditional	Low (0.0–0.25)	84161	0.05	0.67	false	false
2025	Agriculture	East Asia	Senior	AI-Intensive	High (0.75–1.0)	106824	0.95	0.39	true	true
2025	Agriculture	East Asia	Executive	AI-Intensive	Medium-High (0.5–0.75)	119573	0.51	0.39	true	true
2025	Agriculture	East Asia	Lead	Traditional	Low (0.0–0.25)	85291	0.13	0.75	false	false
2025	Agriculture	Europe	Lead	AI-Intensive	Medium-High (0.5–0.75)	140052	0.66	0.22	true	true
2025	Agriculture	Europe	Lead	AI-Intensive	High (0.75–1.0)	115737	0.86	0.14	true	true
2025	Agriculture	Europe	Executive	Traditional	Low (0.0–0.25)	83218	0.08	0.67	false	false
2025	Agriculture	Europe	Executive	Traditional	Low (0.0–0.25)	93949	0.06	0.73	false	false
2025	Agriculture	Europe	Mid	AI-Intensive	Medium-Low (0.25–0.5)	134640	0.48	0.25	true	true
2025	Agriculture	Middle East	Intern	AI-Intensive	High (0.75–1.0)	113074	0.94	0.24	true	true
2025	Agriculture	Middle East	Mid	AI-Intensive	Medium-High (0.5–0.75)	105188	0.74	0.3	true	true
2025	Agriculture	Middle East	Junior	Traditional	Low (0.0–0.25)	67077	0.13	0.78	false	false
2025	Agriculture	Middle East	Senior	Traditional	Low (0.0–0.25)	77823	0.06	0.79	false	false
2025	Agriculture	Middle East	Intern	AI-Intensive	Medium-High (0.5–0.75)	101709	0.72	0.12	true	true
2025	Agriculture	Middle East	Intern	AI-Intensive	High (0.75–1.0)	109020	0.91	0.28	true	true
2025	Agriculture	North America	Intern	AI-Intensive	High (0.75–1.0)	135746	0.95	0.31	true	true
2025	Agriculture	North America	Junior	Traditional	Low (0.0–0.25)	94892	0.04	0.83	false	false
2025	Agriculture	North America	Mid	Traditional	Low (0.0–0.25)	116575	0.12	0.88	false	false
2025	Agriculture	Oceania	Lead	AI-Intensive	Medium-High (0.5–0.75)	137163	0.55	0.23	true	true
2025	Agriculture	Oceania	Lead	Traditional	Low (0.0–0.25)	103163	0.03	0.8	false	false
2025	Agriculture	Oceania	Mid	AI-Intensive	Medium-Low (0.25–0.5)	133960	0.47	0.25	true	true
2025	Agriculture	Oceania	Lead	AI-Intensive	Medium-High (0.5–0.75)	145020	0.71	0.31	true	true
2025	Agriculture	Oceania	Intern	AI-Intensive	Medium-High (0.5–0.75)	122564	0.73	0.2	true	true
2025	Agriculture	South America	Lead	AI-Intensive	Medium-High (0.5–0.75)	65410	0.61	0.15	true	true
2025	Agriculture	South America	Executive	AI-Intensive	Medium-High (0.5–0.75)	80372	0.52	0.3	true	true
2025	Agriculture	South America	Executive	AI-Intensive	High (0.75–1.0)	72808	0.93	0.22	true	true
2025	Agriculture	South America	Intern	AI-Intensive	High (0.75–1.0)	64611	0.85	0.3	true	true
2025	Agriculture	South America	Junior	Traditional	Low (0.0–0.25)	47202	0.1	0.68	false	false
2025	Agriculture	South Asia	Senior	Traditional	Low (0.0–0.25)	29277	0.09	0.87	false	false
2025	Agriculture	South Asia	Junior	Traditional	Low (0.0–0.25)	30134	0.18	0.66	false	false
2025	Agriculture	South Asia	Intern	Traditional	Low (0.0–0.25)	29823	0.16	0.64	false	false
2025	Agriculture	South Asia	Mid	AI-Intensive	Medium-Low (0.25–0.5)	40474	0.45	0.26	true	true
2025	Agriculture	South Asia	Senior	Traditional	Low (0.0–0.25)	28091	0.07	0.88	false	false
2025	Agriculture	Southeast Asia	Mid	AI-Intensive	Medium-High (0.5–0.75)	61552	0.63	0.34	true	true
2025	Agriculture	Southeast Asia	Senior	Traditional	Low (0.0–0.25)	47297	0.2	0.81	false	false
2025	Education	Africa	Executive	Traditional	Low (0.0–0.25)	25394	0.1	0.74	false	false
2025	Education	Africa	Intern	AI-Intensive	High (0.75–1.0)	39263	0.84	0.24	true	true
2025	Education	Africa	Junior	AI-Intensive	High (0.75–1.0)	33861	0.92	0.22	true	true
2025	Education	Africa	Executive	AI-Intensive	Medium-High (0.5–0.75)	35074	0.54	0.12	true	true
2025	Education	East Asia	Lead	AI-Intensive	High (0.75–1.0)	128273	0.89	0.15	true	true
2025	Education	East Asia	Senior	AI-Intensive	Medium-High (0.5–0.75)	113756	0.59	0.24	true	true
2025	Education	Europe	Intern	AI-Intensive	High (0.75–1.0)	125761	0.89	0.2	true	true
2025	Education	Europe	Executive	AI-Intensive	Medium-High (0.5–0.75)	126129	0.57	0.28	true	true
2025	Education	Europe	Intern	AI-Intensive	Medium-Low (0.25–0.5)	134970	0.45	0.25	true	true
2025	Education	Middle East	Senior	AI-Intensive	Medium-High (0.5–0.75)	102722	0.58	0.17	true	true
2025	Education	Middle East	Executive	Traditional	Low (0.0–0.25)	66723	0	0.67	false	false
2025	Education	Middle East	Junior	Traditional	Low (0.0–0.25)	66758	0.02	0.86	false	false
2025	Education	Middle East	Senior	AI-Intensive	High (0.75–1.0)	102054	0.95	0.38	true	true
2025	Education	North America	Senior	AI-Intensive	High (0.75–1.0)	131020	0.92	0.39	true	true
2025	Education	North America	Mid	AI-Intensive	Medium-High (0.5–0.75)	149077	0.53	0.26	true	true
2025	Education	Oceania	Intern	AI-Intensive	Medium-High (0.5–0.75)	137971	0.59	0.25	true	true
2025	Education	Oceania	Mid	Traditional	Low (0.0–0.25)	105607	0.02	0.62	false	false
2025	Education	Oceania	Lead	AI-Intensive	Medium-High (0.5–0.75)	123398	0.52	0.1	true	true
2025	Education	Oceania	Lead	AI-Intensive	High (0.75–1.0)	139453	0.81	0.24	true	true
2025	Education	South America	Lead	Traditional	Low (0.0–0.25)	51701	0.18	0.8	false	false
2025	Education	South America	Lead	AI-Intensive	Medium-Low (0.25–0.5)	66086	0.45	0.25	true	true
2025	Education	South America	Lead	Traditional	Low (0.0–0.25)	54604	0.14	0.9	false	false
2025	Education	South America	Lead	AI-Intensive	Medium-Low (0.25–0.5)	74645	0.4	0.17	true	true
2025	Education	South America	Lead	AI-Intensive	Medium-High (0.5–0.75)	62767	0.66	0.22	true	true
2025	Education	South America	Senior	AI-Intensive	High (0.75–1.0)	64784	0.91	0.38	true	true
2025	Education	South America	Lead	AI-Intensive	Medium-High (0.5–0.75)	80398	0.65	0.3	true	true
2025	Education	South Asia	Junior	Traditional	Low (0.0–0.25)	28106	0.1	0.62	false	false
2025	Education	South Asia	Lead	AI-Intensive	Medium-High (0.5–0.75)	35584	0.55	0.37	true	true
2025	Education	South Asia	Executive	AI-Intensive	High (0.75–1.0)	38500	0.86	0.27	true	true
2025	Education	Southeast Asia	Junior	AI-Intensive	Medium-High (0.5–0.75)	53543	0.66	0.22	true	true
2025	Education	Southeast Asia	Junior	AI-Intensive	Medium-High (0.5–0.75)	53633	0.5	0.31	true	true
2025	Education	Southeast Asia	Executive	AI-Intensive	High (0.75–1.0)	68081	0.95	0.17	true	true
2025	Education	Southeast Asia	Mid	Traditional	Low (0.0–0.25)	42208	0.14	0.65	false	false
2025	Education	Southeast Asia	Lead	AI-Intensive	Medium-High (0.5–0.75)	54361	0.55	0.18	true	true
2025	Education	Southeast Asia	Intern	AI-Intensive	Medium-High (0.5–0.75)	58160	0.69	0.19	true	true
2025	Education	Southeast Asia	Lead	Traditional	Low (0.0–0.25)	39483	0.09	0.89	false	false
2025	Energy	Africa	Junior	AI-Intensive	High (0.75–1.0)	39663	0.87	0.3	true	true
2025	Energy	Africa	Lead	AI-Intensive	Medium-High (0.5–0.75)	39453	0.59	0.29	true	true
2025	Energy	Africa	Mid	AI-Intensive	High (0.75–1.0)	32429	0.85	0.39	true	true
2025	Energy	East Asia	Mid	AI-Intensive	High (0.75–1.0)	122839	0.84	0.23	true	true
2025	Energy	East Asia	Intern	Traditional	Low (0.0–0.25)	82839	0.08	0.77	false	false
2025	Energy	Europe	Senior	AI-Intensive	High (0.75–1.0)	131158	0.92	0.33	true	true
2025	Energy	Europe	Junior	AI-Intensive	High (0.75–1.0)	113360	0.83	0.26	true	true
2025	Energy	Europe	Junior	AI-Intensive	High (0.75–1.0)	125695	0.9	0.12	true	true
2025	Energy	Europe	Lead	AI-Intensive	Medium-High (0.5–0.75)	109606	0.66	0.32	true	true
2025	Energy	Middle East	Mid	AI-Intensive	Medium-High (0.5–0.75)	106889	0.53	0.27	true	true
2025	Energy	Middle East	Intern	Traditional	Low (0.0–0.25)	78173	0.15	0.82	false	false
2025	Energy	North America	Mid	AI-Intensive	Medium-High (0.5–0.75)	159812	0.55	0.1	true	true
2025	Energy	North America	Lead	Traditional	Low (0.0–0.25)	106349	0.17	0.89	false	false
2025	Energy	North America	Mid	AI-Intensive	High (0.75–1.0)	160586	0.95	0.33	true	true
2025	Energy	Oceania	Intern	Traditional	Low (0.0–0.25)	83783	0.12	0.73	false	false
2025	Energy	Oceania	Junior	AI-Intensive	Medium-Low (0.25–0.5)	148923	0.43	0.35	true	true
2025	Energy	Oceania	Executive	Traditional	Low (0.0–0.25)	107205	0.11	0.67	false	false
2025	Energy	Oceania	Lead	AI-Intensive	High (0.75–1.0)	116865	0.77	0.11	true	true
2025	Energy	Oceania	Executive	AI-Intensive	Medium-Low (0.25–0.5)	138072	0.48	0.25	true	true
2025	Energy	South America	Lead	AI-Intensive	Medium-High (0.5–0.75)	71661	0.5	0.27	true	true
2025	Energy	South America	Senior	AI-Intensive	Medium-Low (0.25–0.5)	69651	0.47	0.18	true	true
2025	Energy	South America	Intern	AI-Intensive	High (0.75–1.0)	79071	0.87	0.32	true	true
2025	Energy	South Asia	Lead	AI-Intensive	High (0.75–1.0)	35828	0.89	0.36	true	true
2025	Energy	South Asia	Lead	AI-Intensive	High (0.75–1.0)	44809	0.91	0.32	true	true

Adoption Risk by Industry

industry	avg_automation_risk	job_count	ai_jobs
Agriculture	0.618	569	154
Government	0.612	546	154
Healthcare	0.61	560	151
Manufacturing	0.605	573	163
Energy	0.604	522	150
Retail	0.598	567	175
Education	0.595	535	162
Tech	0.522	579	260
Finance	0.513	549	254

Adoption Risk by Industry

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AI Industry Threats and Potential Impact - Tennessee Chamber of Commerce Legacy Data

AI Displacement Risk by Region

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R&D Payroll by Research Field (2024)

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Salary Trends by Role & Region (2015-2024)

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Geographic Market Comparison - AI Research Jobs (2010-2025)

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TAM by Research Field (2024) - Software Budget Opportunity

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AI Job Market Growth by Role Type (2010-2025)

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European R&D TAM: Total Payroll & Software Budget Opportunity (2024)

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AI Adoption Over Time (2010–2025)

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