Technology
Visualizing the Top U.S. States for AI Jobs
Visualizing the Top U.S. States for AI Jobs
Much ink has been spilled over fears that artificial intelligence (AI) will eliminate jobs in the economy. While some of those fears may be well-founded, red-hot interest in AI innovation is creating new jobs as well.
This graphic visualizes data from Lightcast, a labor market analytics firm, which shows how many AI-related jobs were posted in each state throughout 2022.
In total there were 795,624 AI jobs posted throughout the year, of which 469,925 (59%) were in the top 10. The full tally is included in the table below.
Rank | State | Number of job postings | % of total |
---|---|---|---|
1 | California | 142,154 | 17.9% |
2 | Texas | 66,624 | 8.4% |
3 | New York | 43,899 | 5.5% |
4 | Massachusetts | 34,603 | 4.3% |
5 | Virginia | 34,221 | 4.3% |
6 | Florida | 33,585 | 4.2% |
7 | Illinois | 31,569 | 4.0% |
8 | Washington | 31,284 | 3.9% |
9 | Georgia | 26,620 | 3.3% |
10 | Michigan | 25,366 | 3.2% |
11 | North Carolina | 23,854 | 3.0% |
12 | New Jersey | 23,447 | 2.9% |
13 | Colorado | 20,421 | 2.6% |
14 | Pennsylvania | 20,397 | 2.6% |
15 | Arizona | 19,514 | 2.5% |
16 | Ohio | 19,208 | 2.4% |
17 | Maryland | 16,769 | 2.1% |
18 | Minnesota | 11,808 | 1.5% |
19 | Tennessee | 11,173 | 1.4% |
20 | Missouri | 10,990 | 1.4% |
21 | Oregon | 10,811 | 1.4% |
22 | Washington, D.C. | 9,606 | 1.2% |
23 | Indiana | 9,247 | 1.2% |
24 | Connecticut | 8,960 | 1.1% |
25 | Wisconsin | 8,879 | 1.1% |
26 | Alabama | 7,866 | 1.0% |
27 | Kansas | 7,683 | 1.0% |
28 | Arkansas | 7,247 | 0.9% |
29 | Utah | 6,885 | 0.9% |
30 | Nevada | 6,813 | 0.9% |
31 | Idaho | 6,109 | 0.8% |
32 | Oklahoma | 5,719 | 0.7% |
33 | Iowa | 5,670 | 0.7% |
34 | South Carolina | 4,928 | 0.6% |
35 | Louisiana | 4,806 | 0.6% |
36 | Kentucky | 4,536 | 0.6% |
37 | Nebraska | 4,032 | 0.5% |
38 | Delaware | 3,503 | 0.4% |
39 | New Mexico | 3,357 | 0.4% |
40 | Rhode Island | 2,965 | 0.4% |
41 | New Hampshire | 2,719 | 0.3% |
42 | Hawaii | 2,550 | 0.3% |
43 | Mississippi | 2,548 | 0.3% |
44 | Maine | 2,227 | 0.3% |
45 | South Dakota | 2,195 | 0.3% |
46 | Vermont | 1,571 | 0.2% |
47 | North Dakota | 1,227 | 0.2% |
48 | Alaska | 970 | 0.1% |
49 | West Virginia | 887 | 0.1% |
50 | Montana | 833 | 0.1% |
51 | Wyoming | 769 | 0.1% |
The following chart adds some context to these numbers. It shows how the percentage of AI job postings in some of the top states has changed since 2010.
We can see that California quickly became the primary destination for AI jobs in the early 2010s, presumably as Silicon Valley companies began developing the technology.
California’s share has since declined, with a significant number of jobs seemingly moving to Texas. In fact, many tech companies are relocating to Texas to avoid California’s relatively higher taxes and cost of living.
The 10 Most In-Demand Specialized Skills
Lightcast also captured the top 10 specialized skills that were required for AI-related jobs. These are listed in the table below.
Skill | Frequency (number of postings) | Frequency (% of postings) |
---|---|---|
Python | 296,662 | 37% |
Computer Science | 260,333 | 33% |
SQL | 185,807 | 23% |
Data Analysis | 159,801 | 20% |
Data Science | 157,855 | 20% |
Amazon Web Services | 155,615 | 19% |
Agile Methodology | 152,965 | 19% |
Automation | 138,791 | 17% |
Java | 133,856 | 17% |
Software Engineering | 133,286 | 17% |
If you’re interested in a career that focuses on AI, becoming proficient in Python is likely to be a good first step.
Technology
Charting Grand Theft Auto: GTA’s Budget and Revenues
Dive into the GTA budget through the years, with GTA VI set to be the most expensive video game of all time.

Charting Grand Theft Auto: GTA’s Budget and Revenues
Over 10 years since the launch of Grand Theft Auto V (GTA V), the second most-sold video game in history, Rockstar Games has announced its sequel GTA VI will be “coming 2025.”
As the anticipation only grows for this next big entry in the franchise, we take a look at the GTA budget through the years. How much have the last two games cost to make, how much have they earned, and how do they compare with the latest entry?
Data for this visualization comes from Statista, TweakTown, and Twitch Metrics.
How Much Has GTA VI Cost to Make?
The GTA franchise has grown enormously in scale from humble beginnings as a top-down, 2D video game in 1997. Fifteen installments later, the upcoming release, GTA VI, is estimated to be the most expensive video game to be made yet.
Here’s a look at how much GTA VI and the last two major releases cost, and how much revenue they’ve earned as of August 2023.
Year | Title | Production Costs ($) | Revenue ($) | Copies Sold |
---|---|---|---|---|
2025 (est.) | GTA VI | $2B (rumored) | N/A | N/A |
2013 | GTA V | $265M | $7.7B | 185M |
2008 | GTA IV | $100M | $2B | 25M |
In 2008, GTA IV cost around $100 million—already a budget that rivalled big Hollywood releases. However with 25 million copies sold, the game earned nearly $2 billion—a five-fold return on its production cost.
Five years later, GTA V (2013) cost more than $200 million to make—twice GTA IV’s budget. A decade after its release, GTA V has generated close to $8 billion, with hundreds of millions in annual revenue from subscriptions and in-game purchases—a model that its successor is sure to follow.
In fact, subscription fees and in-game purchases represented 78% of Take-Two Interactive’s (parent of GTA developer Rockstar Games) revenues in 2023.
Analysts estimate the to-be-released GTA VI’s costs at $2 billion, including marketing and other expenses. A massive open-world (set in the Miami-inspired “Vice City”), cutting edge graphics, and a reportedly brand-new game engine are all reasons for the game’s outsized budget.
For comparison, the current most expensive games to have been made include Red Dead Redemption 2 (also by Rockstar) and Star Citizen, both reportedly with a $500 million budget.
Meanwhile, Take-Two Interactive shares are up more than 50% for the year.
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