job_id int64 | job_title string | company_size string | company_industry string | country string | remote_type string | experience_level string | years_experience int64 | education_level string | skills_python int64 | skills_sql int64 | skills_ml int64 | skills_deep_learning int64 | skills_cloud int64 | salary int64 | job_posting_month int64 | job_posting_year int64 | hiring_urgency string | job_openings int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | AI Engineer | Startup | Retail | Canada | Remote | Senior | 2 | Master | 0 | 0 | 0 | 1 | 0 | 158,322 | 6 | 2,024 | Low | 4 |
2 | Machine Learning Engineer | MNC | Technology | Australia | Hybrid | Mid | 0 | Bachelor | 1 | 1 | 1 | 0 | 1 | 163,666 | 11 | 2,026 | High | 9 |
3 | Machine Learning Engineer | MNC | Technology | Germany | Onsite | Mid | 14 | Master | 1 | 0 | 1 | 0 | 1 | 158,556 | 3 | 2,026 | High | 9 |
4 | Business Analyst | Startup | Healthcare | Germany | Remote | Mid | 9 | Master | 0 | 1 | 0 | 1 | 1 | 95,775 | 3 | 2,025 | High | 7 |
5 | Data Scientist | MNC | Healthcare | Germany | Hybrid | Mid | 5 | Master | 1 | 1 | 1 | 0 | 0 | 111,873 | 12 | 2,021 | Low | 2 |
6 | Machine Learning Engineer | Medium | Technology | Australia | Onsite | Senior | 6 | Master | 1 | 0 | 1 | 1 | 0 | 165,878 | 5 | 2,021 | High | 2 |
7 | Data Scientist | MNC | Technology | Germany | Remote | Entry | 14 | Bachelor | 0 | 0 | 0 | 0 | 0 | 67,027 | 8 | 2,026 | High | 8 |
8 | Data Analyst | Enterprise | Finance | UK | Onsite | Entry | 4 | PhD | 1 | 0 | 1 | 0 | 1 | 78,392 | 8 | 2,023 | High | 7 |
9 | Machine Learning Engineer | Startup | Education | Canada | Onsite | Mid | 2 | PhD | 0 | 0 | 0 | 0 | 1 | 123,840 | 5 | 2,021 | Low | 3 |
10 | Data Engineer | Enterprise | Retail | USA | Onsite | Senior | 9 | Master | 1 | 0 | 0 | 0 | 1 | 112,408 | 4 | 2,024 | High | 7 |
11 | AI Engineer | Medium | E-commerce | Singapore | Onsite | Entry | 10 | PhD | 0 | 1 | 0 | 1 | 0 | 103,157 | 12 | 2,021 | Medium | 3 |
12 | Machine Learning Engineer | Startup | Education | USA | Remote | Mid | 13 | Master | 0 | 1 | 1 | 0 | 1 | 142,392 | 1 | 2,020 | High | 9 |
13 | Data Analyst | Medium | Finance | Germany | Remote | Entry | 6 | PhD | 1 | 1 | 0 | 0 | 1 | 55,663 | 11 | 2,025 | Low | 5 |
14 | Data Scientist | MNC | Finance | Australia | Remote | Mid | 6 | Master | 1 | 0 | 0 | 0 | 0 | 90,698 | 1 | 2,021 | High | 8 |
15 | Machine Learning Engineer | MNC | Education | Singapore | Remote | Entry | 2 | Bachelor | 1 | 1 | 0 | 1 | 1 | 135,535 | 7 | 2,023 | Low | 6 |
16 | Data Analyst | MNC | Retail | USA | Onsite | Mid | 3 | Bachelor | 1 | 1 | 1 | 0 | 0 | 114,339 | 11 | 2,025 | Low | 1 |
17 | Business Analyst | Enterprise | Technology | Germany | Onsite | Senior | 2 | Master | 0 | 0 | 1 | 1 | 0 | 133,680 | 1 | 2,026 | High | 4 |
18 | Machine Learning Engineer | MNC | Finance | UK | Remote | Entry | 6 | Master | 0 | 1 | 1 | 0 | 0 | 122,049 | 1 | 2,025 | High | 9 |
19 | AI Engineer | Startup | E-commerce | UK | Onsite | Entry | 2 | Bachelor | 0 | 1 | 1 | 0 | 1 | 116,197 | 8 | 2,020 | High | 8 |
20 | AI Engineer | Enterprise | Finance | Germany | Hybrid | Mid | 13 | PhD | 0 | 0 | 0 | 0 | 1 | 122,869 | 3 | 2,024 | Medium | 2 |
21 | Data Scientist | MNC | Finance | Germany | Remote | Mid | 3 | Bachelor | 1 | 1 | 1 | 0 | 0 | 109,735 | 1 | 2,023 | Low | 1 |
22 | Data Analyst | Enterprise | Education | Singapore | Hybrid | Mid | 5 | Master | 1 | 0 | 0 | 1 | 1 | 99,893 | 1 | 2,023 | Low | 2 |
23 | Data Scientist | Startup | Technology | Canada | Onsite | Senior | 0 | Bachelor | 1 | 1 | 1 | 0 | 1 | 121,060 | 8 | 2,024 | Low | 5 |
24 | Data Scientist | Medium | E-commerce | Singapore | Onsite | Entry | 12 | PhD | 0 | 1 | 0 | 0 | 1 | 63,319 | 2 | 2,020 | Medium | 3 |
25 | Machine Learning Engineer | Enterprise | Education | India | Onsite | Mid | 14 | Master | 1 | 0 | 1 | 0 | 0 | 125,784 | 8 | 2,020 | Medium | 2 |
26 | Data Scientist | Enterprise | Education | Singapore | Remote | Mid | 9 | PhD | 0 | 1 | 0 | 1 | 0 | 92,992 | 4 | 2,024 | High | 7 |
27 | AI Engineer | Startup | Education | Australia | Onsite | Senior | 11 | PhD | 1 | 1 | 1 | 0 | 0 | 154,146 | 9 | 2,021 | Medium | 6 |
28 | Data Engineer | Startup | Education | India | Hybrid | Mid | 3 | Bachelor | 1 | 1 | 0 | 1 | 0 | 88,124 | 12 | 2,023 | Low | 5 |
29 | AI Engineer | Startup | Technology | Australia | Remote | Mid | 2 | PhD | 0 | 1 | 1 | 1 | 0 | 140,635 | 10 | 2,025 | High | 2 |
30 | Data Analyst | Startup | Retail | Germany | Hybrid | Senior | 4 | Master | 1 | 0 | 1 | 0 | 0 | 111,931 | 5 | 2,020 | High | 9 |
31 | Machine Learning Engineer | Medium | Finance | Singapore | Hybrid | Mid | 8 | Master | 1 | 0 | 0 | 0 | 1 | 129,662 | 5 | 2,025 | High | 7 |
32 | Business Analyst | Enterprise | Retail | Germany | Hybrid | Senior | 5 | Bachelor | 0 | 0 | 1 | 1 | 0 | 127,141 | 4 | 2,024 | High | 1 |
33 | AI Engineer | MNC | Healthcare | India | Remote | Senior | 13 | Bachelor | 1 | 0 | 0 | 1 | 1 | 182,849 | 4 | 2,026 | Medium | 6 |
34 | Machine Learning Engineer | Medium | Retail | India | Remote | Entry | 3 | Bachelor | 1 | 1 | 1 | 0 | 1 | 119,087 | 11 | 2,023 | Low | 1 |
35 | AI Engineer | Medium | Retail | Germany | Remote | Entry | 2 | Bachelor | 0 | 0 | 1 | 0 | 0 | 103,913 | 11 | 2,023 | Low | 1 |
36 | Business Analyst | Startup | Technology | Singapore | Hybrid | Mid | 2 | Bachelor | 1 | 0 | 0 | 0 | 1 | 86,748 | 10 | 2,021 | High | 8 |
37 | Machine Learning Engineer | Medium | Healthcare | UK | Remote | Senior | 4 | Master | 1 | 0 | 0 | 0 | 1 | 145,728 | 5 | 2,024 | Low | 4 |
38 | Data Scientist | MNC | Healthcare | Canada | Remote | Senior | 2 | Bachelor | 1 | 1 | 1 | 0 | 0 | 136,806 | 5 | 2,023 | High | 8 |
39 | Data Scientist | Enterprise | E-commerce | Singapore | Remote | Senior | 13 | Bachelor | 0 | 0 | 1 | 1 | 1 | 136,365 | 11 | 2,022 | High | 9 |
40 | Data Scientist | MNC | Technology | Canada | Remote | Senior | 6 | Bachelor | 1 | 1 | 0 | 1 | 1 | 145,486 | 5 | 2,024 | Low | 3 |
41 | Data Analyst | MNC | Finance | Germany | Onsite | Entry | 6 | Bachelor | 1 | 0 | 0 | 0 | 0 | 71,541 | 10 | 2,024 | High | 7 |
42 | Data Analyst | Enterprise | E-commerce | UK | Onsite | Mid | 11 | PhD | 0 | 1 | 1 | 1 | 0 | 101,542 | 8 | 2,021 | High | 6 |
43 | Data Scientist | Medium | Retail | India | Hybrid | Entry | 4 | Bachelor | 1 | 0 | 1 | 1 | 0 | 76,365 | 4 | 2,020 | High | 1 |
44 | Data Scientist | Startup | Technology | Germany | Hybrid | Senior | 12 | PhD | 1 | 1 | 0 | 0 | 1 | 109,268 | 2 | 2,023 | Medium | 3 |
45 | Data Engineer | Medium | Technology | Germany | Remote | Senior | 6 | Bachelor | 0 | 0 | 0 | 1 | 1 | 121,214 | 12 | 2,020 | High | 9 |
46 | Data Scientist | MNC | Finance | Australia | Remote | Mid | 11 | Master | 0 | 1 | 0 | 0 | 0 | 94,175 | 6 | 2,024 | Medium | 5 |
47 | Data Analyst | MNC | E-commerce | Germany | Onsite | Senior | 1 | Bachelor | 0 | 0 | 0 | 1 | 0 | 139,588 | 6 | 2,025 | Low | 1 |
48 | Data Analyst | MNC | Finance | UK | Hybrid | Mid | 7 | Bachelor | 1 | 1 | 1 | 1 | 1 | 130,539 | 12 | 2,024 | High | 2 |
49 | Data Scientist | MNC | Retail | Australia | Onsite | Entry | 0 | Bachelor | 0 | 1 | 0 | 1 | 1 | 93,324 | 6 | 2,021 | Low | 3 |
50 | Data Analyst | MNC | E-commerce | Singapore | Remote | Mid | 7 | Master | 1 | 1 | 0 | 0 | 0 | 91,015 | 1 | 2,025 | High | 7 |
51 | Data Scientist | Medium | Finance | UK | Remote | Mid | 8 | PhD | 1 | 0 | 0 | 0 | 0 | 71,633 | 9 | 2,022 | Medium | 1 |
52 | Data Scientist | Startup | Education | Germany | Remote | Entry | 4 | PhD | 1 | 0 | 0 | 0 | 0 | 49,809 | 10 | 2,022 | Low | 5 |
53 | Data Scientist | Startup | Education | USA | Hybrid | Entry | 12 | PhD | 0 | 1 | 1 | 0 | 0 | 63,419 | 8 | 2,026 | High | 8 |
54 | Machine Learning Engineer | Medium | Healthcare | Australia | Hybrid | Senior | 1 | PhD | 1 | 0 | 1 | 1 | 0 | 171,544 | 7 | 2,026 | High | 9 |
55 | Business Analyst | Startup | Education | India | Onsite | Senior | 5 | PhD | 1 | 1 | 1 | 1 | 1 | 143,017 | 11 | 2,022 | High | 2 |
56 | Machine Learning Engineer | MNC | Finance | Australia | Remote | Senior | 6 | Master | 1 | 0 | 0 | 0 | 0 | 155,137 | 8 | 2,020 | Low | 4 |
57 | Machine Learning Engineer | Startup | Technology | Germany | Remote | Mid | 4 | Master | 1 | 0 | 1 | 0 | 0 | 131,254 | 9 | 2,026 | Low | 3 |
58 | Data Analyst | Medium | Technology | Germany | Remote | Senior | 10 | PhD | 0 | 1 | 1 | 0 | 1 | 127,570 | 5 | 2,024 | Medium | 3 |
59 | Machine Learning Engineer | MNC | Healthcare | Canada | Hybrid | Entry | 0 | Master | 0 | 0 | 1 | 1 | 1 | 154,945 | 11 | 2,020 | High | 2 |
60 | Machine Learning Engineer | Startup | Finance | Australia | Onsite | Mid | 14 | PhD | 1 | 0 | 0 | 1 | 1 | 136,276 | 4 | 2,026 | Medium | 1 |
61 | Data Engineer | Medium | Healthcare | Germany | Onsite | Mid | 12 | Master | 1 | 1 | 0 | 1 | 0 | 90,122 | 7 | 2,025 | High | 7 |
62 | Data Analyst | Enterprise | Technology | Canada | Hybrid | Mid | 2 | Master | 0 | 0 | 1 | 0 | 0 | 93,905 | 7 | 2,020 | Low | 5 |
63 | Data Scientist | Enterprise | Education | India | Hybrid | Entry | 12 | Bachelor | 1 | 0 | 1 | 1 | 0 | 84,361 | 4 | 2,026 | High | 9 |
64 | Data Engineer | Medium | Finance | Germany | Onsite | Mid | 4 | Bachelor | 1 | 1 | 1 | 1 | 1 | 110,876 | 6 | 2,024 | High | 8 |
65 | Data Scientist | Startup | E-commerce | Australia | Remote | Mid | 6 | Master | 1 | 1 | 1 | 0 | 1 | 104,352 | 7 | 2,022 | High | 8 |
66 | Data Analyst | Enterprise | E-commerce | Germany | Onsite | Mid | 3 | Master | 1 | 0 | 1 | 0 | 1 | 97,551 | 6 | 2,022 | Low | 6 |
67 | Data Engineer | Startup | Healthcare | Singapore | Onsite | Mid | 12 | PhD | 1 | 0 | 1 | 1 | 1 | 118,915 | 1 | 2,023 | High | 4 |
68 | Data Scientist | MNC | Finance | India | Hybrid | Mid | 13 | Bachelor | 0 | 0 | 1 | 0 | 0 | 108,744 | 6 | 2,021 | Medium | 3 |
69 | Machine Learning Engineer | Startup | Healthcare | Germany | Hybrid | Entry | 3 | Master | 0 | 0 | 0 | 0 | 0 | 86,994 | 8 | 2,025 | High | 9 |
70 | Data Analyst | Medium | Finance | Canada | Hybrid | Mid | 4 | Master | 1 | 0 | 0 | 1 | 1 | 104,762 | 1 | 2,025 | Low | 3 |
71 | AI Engineer | MNC | E-commerce | UK | Remote | Entry | 11 | Master | 1 | 0 | 0 | 0 | 0 | 112,546 | 10 | 2,025 | Medium | 3 |
72 | AI Engineer | Startup | E-commerce | India | Remote | Mid | 7 | PhD | 1 | 1 | 0 | 0 | 1 | 125,142 | 1 | 2,020 | Low | 1 |
73 | Data Scientist | Startup | Healthcare | Australia | Remote | Senior | 2 | PhD | 1 | 1 | 0 | 0 | 0 | 100,567 | 4 | 2,026 | High | 8 |
74 | Business Analyst | Startup | Technology | Australia | Onsite | Senior | 5 | Bachelor | 0 | 0 | 0 | 0 | 0 | 97,336 | 4 | 2,025 | High | 7 |
75 | Machine Learning Engineer | Medium | E-commerce | UK | Hybrid | Entry | 5 | Master | 0 | 0 | 0 | 1 | 0 | 107,863 | 8 | 2,024 | High | 8 |
76 | Business Analyst | Enterprise | Technology | Germany | Remote | Mid | 14 | PhD | 0 | 0 | 1 | 1 | 1 | 115,779 | 11 | 2,025 | High | 5 |
77 | Machine Learning Engineer | MNC | Education | Australia | Onsite | Senior | 13 | Master | 0 | 1 | 1 | 0 | 1 | 180,984 | 1 | 2,026 | Medium | 2 |
78 | AI Engineer | Enterprise | Technology | Germany | Remote | Entry | 9 | PhD | 0 | 1 | 0 | 1 | 0 | 104,146 | 8 | 2,020 | Medium | 6 |
79 | Data Engineer | Enterprise | Finance | Australia | Remote | Entry | 13 | Master | 1 | 1 | 0 | 0 | 0 | 49,662 | 3 | 2,026 | Medium | 6 |
80 | Business Analyst | Enterprise | Finance | Canada | Remote | Mid | 4 | Bachelor | 1 | 0 | 0 | 0 | 1 | 81,625 | 11 | 2,025 | High | 9 |
81 | Machine Learning Engineer | Enterprise | Healthcare | UK | Hybrid | Senior | 10 | Bachelor | 0 | 1 | 0 | 0 | 1 | 146,990 | 4 | 2,025 | High | 8 |
82 | Business Analyst | MNC | Finance | USA | Remote | Senior | 5 | PhD | 1 | 1 | 1 | 0 | 0 | 134,944 | 4 | 2,020 | High | 7 |
83 | Data Scientist | MNC | Education | Australia | Onsite | Entry | 6 | Bachelor | 0 | 1 | 0 | 1 | 0 | 88,058 | 8 | 2,022 | Low | 3 |
84 | Data Engineer | MNC | Education | Canada | Remote | Entry | 13 | Bachelor | 1 | 1 | 0 | 1 | 0 | 86,645 | 12 | 2,020 | Medium | 3 |
85 | Machine Learning Engineer | Medium | Education | UK | Onsite | Entry | 6 | Bachelor | 0 | 0 | 1 | 1 | 1 | 131,305 | 12 | 2,020 | High | 3 |
86 | AI Engineer | MNC | Healthcare | Singapore | Remote | Entry | 6 | Bachelor | 0 | 1 | 0 | 0 | 0 | 112,221 | 9 | 2,026 | High | 8 |
87 | Business Analyst | Enterprise | Retail | USA | Onsite | Mid | 7 | PhD | 1 | 1 | 1 | 1 | 0 | 105,619 | 5 | 2,025 | High | 4 |
88 | Business Analyst | Medium | Healthcare | Singapore | Hybrid | Senior | 6 | Bachelor | 0 | 0 | 1 | 0 | 0 | 111,308 | 12 | 2,021 | Low | 4 |
89 | Machine Learning Engineer | Startup | E-commerce | Germany | Onsite | Mid | 1 | PhD | 0 | 0 | 0 | 1 | 1 | 135,804 | 6 | 2,025 | Low | 5 |
90 | Data Scientist | Medium | E-commerce | Germany | Onsite | Mid | 11 | Master | 1 | 0 | 1 | 1 | 1 | 114,223 | 1 | 2,021 | High | 7 |
91 | Data Analyst | Startup | Education | USA | Hybrid | Entry | 6 | Bachelor | 0 | 1 | 1 | 0 | 1 | 76,809 | 10 | 2,024 | Low | 4 |
92 | Business Analyst | Medium | E-commerce | UK | Hybrid | Mid | 9 | Bachelor | 1 | 0 | 1 | 1 | 0 | 107,141 | 10 | 2,023 | High | 5 |
93 | Business Analyst | Medium | Education | Canada | Onsite | Entry | 5 | PhD | 0 | 1 | 1 | 1 | 0 | 83,646 | 10 | 2,024 | High | 9 |
94 | Data Scientist | Medium | E-commerce | Germany | Hybrid | Mid | 1 | Master | 1 | 1 | 0 | 0 | 0 | 75,490 | 10 | 2,024 | Low | 5 |
95 | Business Analyst | Enterprise | Retail | Germany | Remote | Senior | 7 | PhD | 0 | 1 | 1 | 0 | 0 | 114,853 | 6 | 2,024 | High | 8 |
96 | Data Scientist | Medium | Technology | Singapore | Onsite | Senior | 0 | PhD | 1 | 0 | 0 | 0 | 1 | 105,153 | 2 | 2,024 | High | 9 |
97 | Data Scientist | Startup | Finance | USA | Remote | Entry | 7 | PhD | 1 | 0 | 0 | 0 | 0 | 46,252 | 12 | 2,023 | Low | 2 |
98 | Data Analyst | Medium | Education | India | Onsite | Entry | 10 | PhD | 0 | 0 | 0 | 1 | 0 | 67,982 | 12 | 2,025 | High | 7 |
99 | Data Analyst | MNC | E-commerce | USA | Onsite | Entry | 5 | Master | 1 | 0 | 1 | 0 | 1 | 98,044 | 10 | 2,026 | High | 9 |
100 | Machine Learning Engineer | MNC | Finance | Singapore | Hybrid | Entry | 9 | Master | 0 | 1 | 0 | 0 | 0 | 113,007 | 2 | 2,022 | High | 9 |
About Dataset
Edit The AI & Data Science Job Market Dataset (2020–2026) is a synthetically generated dataset designed to simulate real-world hiring patterns across the artificial intelligence and data science job market.
The dataset contains structured information about job roles, company characteristics, required technical skills, education levels, experience requirements, and salary ranges. It reflects hiring data across multiple countries, industries, and company sizes.
This dataset is designed to support data analysis, machine learning model development, and business intelligence projects.
The dataset can be used for:
- Salary prediction models
- Job demand analysis
- Machine learning classification tasks
- Workforce analytics
- Skill demand trend analysis
- Data science portfolio projects
All data in this dataset is synthetically generated using statistical distributions and controlled randomness, ensuring privacy while maintaining realistic patterns. The dataset contains Rows: 10,345 & Features: 19 records representing job postings from 2020 to 2026 across multiple countries and industries.
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