Datasets:

MuhammadLabeeb
/

osworld

Job_Title stringclasses 20 values	Average_Salary int64 30k 150k	Years_Experience int64 0 29	Education_Level stringclasses 4 values	AI_Exposure_Index float64 0 1	Tech_Growth_Factor float64 0.5 1.5	Automation_Probability_2030 float64 0.05 0.95	Risk_Category stringclasses 3 values	Skill_1 float64 0 1	Skill_2 float64 0 1	Skill_3 float64 0 1	Skill_4 float64 0 1	Skill_5 float64 0 1	Skill_6 float64 0 1	Skill_7 float64 0 1	Skill_8 float64 0 1	Skill_9 float64 0 1	Skill_10 float64 0 1
Security Guard	45,795	28	Master's	0.18	1.28	0.85	High	0.45	0.1	0.46	0.33	0.14	0.65	0.06	0.72	0.94	0
Research Scientist	133,355	20	PhD	0.62	1.11	0.05	Low	0.02	0.52	0.4	0.05	0.97	0.23	0.09	0.62	0.38	0.98
Construction Worker	146,216	2	High School	0.86	1.18	0.81	High	0.01	0.94	0.56	0.39	0.02	0.23	0.24	0.68	0.61	0.83
Software Engineer	136,530	13	PhD	0.39	0.68	0.6	Medium	0.43	0.21	0.57	0.03	0.84	0.45	0.4	0.93	0.73	0.33
Financial Analyst	70,397	22	High School	0.52	1.46	0.64	Medium	0.75	0.54	0.59	0.97	0.61	0.28	0.3	0.17	0.02	0.42
AI Engineer	92,592	11	Master's	0.29	0.51	0.1	Low	0.71	0.79	0.61	0.93	0.65	0.91	0.85	0.45	0.1	0.37
Mechanic	107,373	23	PhD	0.67	1.09	0.41	Medium	0.56	0.38	0.97	0.85	0.72	0.24	0.26	0.04	0.71	0.11
Teacher	53,419	12	High School	0.2	1.4	0.17	Low	0.56	0.7	0.14	0.6	0.54	0.2	0.94	0.6	0.69	0.88
HR Specialist	139,225	12	Master's	0.3	0.61	0.48	Medium	0.22	0.42	0.88	0.32	0.12	0.36	0.91	0.27	0.65	0
Customer Support	85,016	2	High School	0.01	1.01	0.8	High	0.22	0.12	0.34	0.94	0.32	0.52	0.7	0.36	0.97	0.96
UX Researcher	82,733	6	High School	0.5	0.8	0.41	Medium	0.04	0.61	0.5	0.05	0.28	0.91	0.24	0.14	0.49	0.99
Financial Analyst	117,455	22	High School	0.67	1.26	0.4	Medium	0.73	0.37	0.63	0.63	0.54	0.09	0.84	0.32	0.19	0.04
Lawyer	79,811	27	High School	0.68	0.52	0.5	Medium	0.23	0.65	0.17	0.69	0.39	0.94	0.14	0.34	0.11	0.92
Data Scientist	115,981	9	High School	0.26	1.16	0.63	Medium	0.56	0.53	0.24	0.09	0.9	0.9	0.63	0.34	0.35	0.73
Research Scientist	96,690	19	Master's	0.89	1.28	0.21	Low	0.08	0.16	0.9	0.61	0.01	0.1	0.66	0.01	0.16	0.55
Graphic Designer	32,869	2	High School	0.65	0.72	0.58	Medium	0.24	0.33	0.75	0.65	0.85	0.66	0.57	0.09	0.37	0.27
Teacher	36,893	29	Bachelor's	0.97	0.89	0.27	Low	0.63	0.79	0.5	0.58	0.49	0.2	0.72	0.28	0.02	0.65
Teacher	103,744	11	Bachelor's	0.94	1.45	0.28	Low	0.37	0.02	0.93	0.43	0.97	0.96	0.85	0.29	0.39	0.85
Retail Worker	148,015	2	PhD	0.17	1.06	0.93	High	0.7	0.57	0.1	0.62	0.99	0.14	0.52	0.88	0.74	0.7
Doctor	108,069	15	Master's	0.55	0.8	0.15	Low	0.26	0.61	0.08	0.01	0.63	0.19	0.07	0.4	0.05	0.89
AI Engineer	43,403	1	High School	0.09	1.08	0.06	Low	0.47	0.54	0.29	0.59	0.03	0.04	0.82	0.36	0.13	0.52
HR Specialist	49,508	27	Bachelor's	0.22	1.12	0.33	Medium	0.05	0.53	0.54	0.64	0.73	0.98	0.52	0.32	0.8	0.27
Teacher	58,251	25	PhD	0.08	0.53	0.29	Low	0.84	0.7	0.41	0.17	0.16	0.25	0.55	0.71	0.66	0.28
Financial Analyst	33,343	28	High School	0.74	1.05	0.54	Medium	0.42	0.25	0.36	0.76	0.01	0.12	0.05	0.04	0.86	0.7
AI Engineer	125,435	15	PhD	0.1	0.99	0.17	Low	0.17	0.43	0.4	0.62	0.64	0.05	0.37	0.63	0.5	0.86
Software Engineer	39,540	12	High School	0.16	0.57	0.56	Medium	0.03	0.59	0.94	0.58	0.39	0.64	0.46	0.55	0.94	0.39
Mechanic	68,304	7	Master's	0.91	0.7	0.33	Medium	0.1	0.02	0.09	0.68	0.07	0.32	0.84	0.02	0.81	0.28
Customer Support	33,267	25	PhD	0.7	1.13	0.92	High	0.74	0.8	0.28	0.18	0.75	0.81	0.99	0.41	0.37	0.78
HR Specialist	89,031	22	Master's	0.93	1.36	0.47	Medium	0.75	0.75	0.1	0.9	0.51	0.83	0.32	0.9	0.39	0.01
HR Specialist	102,936	18	Master's	0.09	0.82	0.68	Medium	0.95	0.57	0.63	0.45	0.29	0.33	0.67	0.75	0.79	0.79
Teacher	114,076	20	Master's	0.49	0.56	0.19	Low	0.44	0.89	0.35	0.12	0.14	0.76	0.62	0.1	0.08	0.7
Retail Worker	69,081	8	High School	0.82	1.21	0.72	High	0.08	0.99	0.37	0.37	0.81	0.95	0.99	0.75	0.38	0.08
Retail Worker	102,124	11	Bachelor's	0.56	0.92	0.93	High	0.11	0.49	0.01	0.47	0.06	0.12	0.12	0.65	0.75	0.58
Truck Driver	91,629	24	High School	0.37	0.79	0.92	High	0.22	0.96	0.01	0.97	0.04	0.89	0.53	0.99	0.07	0.55
Teacher	43,843	24	PhD	0.52	1.13	0.22	Low	0.45	0.63	0.58	0.9	0.05	0.28	0.95	0.89	0.46	0.62
Mechanic	59,703	25	Bachelor's	0.19	0.96	0.44	Medium	0.58	0.08	0.97	0.99	0.7	0.54	0.31	0.81	0.68	0.16
Mechanic	64,349	2	Bachelor's	0.82	1.45	0.59	Medium	0.61	0.42	0.93	0.87	0.05	0.03	0.38	0.81	0.99	0.15
Customer Support	92,292	25	Bachelor's	0.38	1.47	0.91	High	0.84	0.47	0.41	0.27	0.06	0.86	0.81	1	1	0.56
Chef	53,524	20	PhD	0.94	1.35	0.4	Medium	0.45	0.13	0.95	0.61	0.23	0.67	0.62	0.36	0.11	0.67
Retail Worker	88,017	21	Bachelor's	0.77	1.02	0.91	High	0.55	0.56	0.88	0.4	0.13	0.03	0.76	0.62	0.7	0.21
Graphic Designer	111,317	27	PhD	0.98	1.11	0.55	Medium	0.55	0.09	0.73	0.55	0.45	0.91	0.3	0.52	0.7	0.8
Doctor	144,825	23	Bachelor's	0.84	1.27	0.07	Low	0.05	0.62	0.35	0.21	0.58	0.34	0.54	0.46	0.58	0.4
Research Scientist	52,415	7	PhD	0.18	1.2	0.15	Low	0.87	0.52	0.97	0.6	0.22	0.82	0.35	0.35	0.03	0.55
Construction Worker	134,680	11	PhD	0.21	0.86	0.83	High	0.69	0.04	0.8	0.63	0.08	0.87	0.92	0.06	0.28	0.81
Customer Support	109,714	28	PhD	0.99	1.04	0.93	High	0.24	0.76	0.53	0.72	0.06	0.15	0.13	0.69	0.84	0.75
Data Scientist	97,067	12	High School	0.87	0.85	0.46	Medium	0.1	0.74	0.18	0.56	0.84	0.09	0.54	0.23	0.34	0.47
Construction Worker	37,561	2	Master's	0.65	0.98	0.85	High	0.74	0.56	0.59	0.56	0.38	0.34	0.9	0.61	0.24	0.5
Teacher	142,581	4	High School	0.93	0.51	0.11	Low	0.37	0.49	0.85	0.09	0.81	0.06	0.84	0.05	0.02	0.7
UX Researcher	39,111	5	Bachelor's	0.4	1.47	0.65	Medium	0.82	0.26	0.17	0.67	0.93	0.56	0.57	0.28	0.77	0.19
Retail Worker	72,101	3	High School	0.43	1.01	0.76	High	0.11	0.61	0.29	0.58	0.15	0.48	0.53	0.05	0.34	0.13
Security Guard	117,958	9	High School	0.99	0.82	0.9	High	0.25	0.68	0.76	0.6	0.47	0.41	0.35	0.93	0.83	0.97
AI Engineer	97,444	23	High School	0.99	0.71	0.14	Low	0.93	0.72	0.05	0.78	0.83	0.75	0.8	0.83	0.19	0.24
AI Engineer	30,077	25	High School	0.91	0.82	0.2	Low	0.68	0.45	0.71	0.9	0.62	0.54	0.44	0.58	0.36	0.39
UX Researcher	148,721	13	High School	0.07	0.73	0.52	Medium	0.43	0.33	0.73	0.69	0.17	0.88	0.5	0.74	0.57	1
Customer Support	127,720	0	High School	0.71	1.28	0.74	High	0.2	0.71	0.49	0.75	0.1	0.54	0.38	0.46	0.6	0.5
Data Scientist	50,103	4	Master's	0.49	0.91	0.61	Medium	0.01	0.6	0.57	0.72	0.6	0.83	0.96	0.34	0.23	0.42
Graphic Designer	145,033	13	High School	0.61	1.41	0.36	Medium	0.1	0.26	0.73	0.59	0.1	0.92	0.79	0.02	0.65	0.77
Doctor	95,310	25	Bachelor's	0.07	0.58	0.08	Low	0.84	0.91	0.12	0.24	0.17	0.19	0.84	0.33	0.31	0.23
Mechanic	93,374	20	Master's	0.38	1.24	0.38	Medium	0.79	0.6	0.11	0.41	0.86	0.92	0.47	0.48	0.92	0.59
Research Scientist	71,914	11	Master's	0.91	0.75	0.19	Low	0.17	0.03	0.31	0.78	0.28	0.22	0.21	0.52	0.98	0.46
Financial Analyst	132,547	21	PhD	0.86	1.04	0.37	Medium	0.3	0.31	0.4	0.43	0.8	0.35	0.47	0.62	0.38	0.84
UX Researcher	119,106	17	Master's	0.29	1.21	0.51	Medium	0.53	0.48	0.5	0.77	0.1	0.33	0.08	0.75	0.27	0.9
UX Researcher	82,603	0	High School	0.03	0.66	0.59	Medium	0.66	0.03	0.22	0.23	0.67	0.02	0.1	0.8	0.18	0.65
Security Guard	131,358	7	Bachelor's	0.1	0.74	0.88	High	0.86	0.83	0.4	0.67	0.2	0.29	0.9	0.01	0.09	0.21
Security Guard	83,394	15	High School	0.18	1.08	0.81	High	0.89	0.82	0.34	0.26	0.38	0.59	0.27	0.62	0.41	0.55
Nurse	92,516	11	Bachelor's	0.22	1.47	0.24	Low	0.11	0.57	0.99	0.47	0.18	0.48	0.51	0.74	0.7	0.4
Graphic Designer	53,752	21	Master's	0.65	0.92	0.35	Medium	0.9	0.69	0.68	0.82	0.53	0.82	0.5	0.07	0.41	0.5
AI Engineer	108,411	22	PhD	0.11	0.64	0.12	Low	0.27	0.73	0.25	0.63	0.49	0.57	0.84	0.4	0.77	0.42
Chef	116,145	27	Master's	0.96	0.68	0.34	Medium	0.77	0.07	0.84	0.44	0.92	0.72	0.61	0.95	0.4	0.95
Data Scientist	124,613	4	High School	0.48	0.77	0.52	Medium	0.16	0.84	0.85	0.96	0.15	0.62	0.47	0.34	0.35	0.41
Marketing Manager	30,060	10	PhD	0.6	0.96	0.33	Medium	0.08	0	0.97	0.01	0.1	0.31	0.81	0.96	0.79	0.69
Marketing Manager	87,134	11	High School	0.54	1.37	0.59	Medium	0.81	0.66	0.69	0.85	0.25	0.49	0.22	0.99	0.94	0.04
Construction Worker	67,641	15	PhD	0.93	0.68	0.84	High	0.92	0.03	0.7	0.3	0.92	0.97	0.94	0.47	0.86	0.84
Research Scientist	67,265	26	Master's	0.83	0.54	0.2	Low	0.23	0.12	0.08	0.7	0.34	0.72	0.07	0.32	0.54	0.79
Customer Support	145,608	12	Master's	0.63	1.39	0.85	High	0.23	0.02	0.87	0.02	0.87	0.53	0.94	0.8	1	0.35
Mechanic	59,629	16	High School	0.4	0.98	0.55	Medium	0.87	0.98	0.77	0.42	0.42	0.74	0.24	0.11	0.35	0.29
Data Scientist	85,619	17	Bachelor's	0.23	0.54	0.31	Medium	0.99	0.43	0.38	0.68	0.22	0.95	0.79	0.09	0.42	0.88
Software Engineer	136,506	29	PhD	0.61	0.67	0.7	Medium	0.23	0.94	0.65	0.61	0.51	0.23	0.18	0.22	0.19	0.78
Research Scientist	148,533	4	High School	0.06	1.47	0.27	Low	0.93	0.99	0.17	0.4	0.76	0.7	0.15	0.82	0.22	0.22
Financial Analyst	105,758	24	Bachelor's	0.59	1.08	0.34	Medium	0.88	0.27	0.13	0.89	0.96	0.86	0.81	0.66	0.55	0.09
Marketing Manager	55,559	27	Master's	0.37	0.76	0.59	Medium	0.5	0.08	0.22	0.68	0.08	0.85	0.5	0.48	0.59	0.82
Financial Analyst	31,591	7	Master's	0.68	1.07	0.41	Medium	0.88	0.8	0.66	0.85	0.87	0.71	0.84	0.7	0.68	0.62
Financial Analyst	32,469	27	Master's	0.16	1.38	0.65	Medium	0.03	0.83	0.13	0.34	0.74	0.16	0.82	0.83	0.51	0.01
Marketing Manager	117,263	12	Bachelor's	0.62	1.48	0.55	Medium	0.26	0.63	0.54	0.78	0.11	0.76	0.54	0.96	0.34	0.63
Retail Worker	121,357	4	Master's	0.1	1.44	0.87	High	0.07	0.3	0.71	0.07	0.58	0.35	0.62	0.05	0.87	0.97
Nurse	54,860	11	High School	0.75	0.63	0.24	Low	0.02	0.02	0.32	0.49	0.77	0.68	0.45	0.27	1	0.43
Retail Worker	36,540	8	PhD	0.16	1.29	0.87	High	0.22	0.08	0.68	0.65	0.27	0.95	0.15	0.43	0.94	0.42
Retail Worker	58,602	19	High School	0.4	0.77	0.95	High	0.41	0.89	0.23	0.21	0.03	0.65	0.37	0.86	0.47	0.97
Lawyer	69,341	24	PhD	0.87	1.28	0.61	Medium	0.84	0.76	0.63	0.13	0.03	0.92	0.62	0.8	0.48	0.12
Doctor	41,536	29	PhD	0.69	0.93	0.1	Low	0.49	0.06	0.58	0.27	0.8	0.31	0.46	0.01	0.07	0.39
Marketing Manager	113,309	14	Master's	0.6	0.79	0.58	Medium	0.86	0.78	0.04	0.48	0.1	0.24	0.99	0.14	0.5	0.62
AI Engineer	78,787	0	Master's	0.56	0.51	0.13	Low	0.52	0.09	0.35	0.03	0.08	0.4	0.13	0.57	0.69	0.8
Graphic Designer	98,577	9	High School	0.17	0.6	0.55	Medium	0.71	0.03	0.94	0.05	0.54	0.71	0.87	0.71	0.8	0.34
Construction Worker	54,826	6	Master's	0.66	1.05	0.85	High	0.78	0.48	0.04	0.16	0.44	0.72	0.59	0.65	0.48	0.62
Marketing Manager	61,890	22	Master's	0.47	1.24	0.65	Medium	0.43	0.04	0.16	0.02	0.65	0.33	0.54	0.49	0.08	0.4
HR Specialist	75,500	28	Bachelor's	0.42	0.7	0.64	Medium	0.17	0.96	0.42	0.85	0.63	0.74	0.77	0.5	0.54	0.51
Truck Driver	95,128	3	PhD	0.03	0.9	0.85	High	0.6	0.79	0.66	0.99	0.28	0.36	0.38	0.47	0.84	0.24
UX Researcher	49,975	3	High School	0.91	0.68	0.4	Medium	0.97	0.18	0.85	0.49	0.25	0.87	0.45	0.51	0.36	0.59
Chef	75,893	16	Master's	0.39	1.47	0.4	Medium	0.66	0.33	0.77	0.13	0.97	0.45	0.24	0.07	0.17	0.52
HR Specialist	106,619	29	High School	0.15	0.95	0.54	Medium	0.95	0.25	0.36	0.38	0.61	0.36	0.53	0.78	0.71	0.45

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