Technical Tiers: A New Classification Framework for Global AI Workforce Analysis

Curated on Posted on by Stefaan Verhulst

Report by Siddhi Pal, Catherine Schneider and Ruggero Marino Lazzaroni: “… introduces a novel three-tiered classification system for global AI talent that addresses significant methodological limitations in existing workforce analyses, by distinguishing between different skill categories within the existing AI talent pool. By distinguishing between non-technical roles (Category 0), technical software development (Category 1), and advanced deep learning specialization (Category 2), our framework enables precise examination of AI workforce dynamics at a pivotal moment in global AI policy.

Through our analysis of a sample of 1.6 million individuals in the AI talent pool across 31 countries, we’ve uncovered clear patterns in technical talent distribution that significantly impact Europe’s AI ambitions. Asian nations hold an advantage in specialized AI expertise, with South Korea (27%), Israel (23%), and Japan (20%) maintaining the highest proportions of Category 2 talent. Within Europe, Poland and Germany stand out as leaders in specialized AI talent. This may be connected to their initiatives to attract tech companies and investments in elite research institutions, though further research is needed to confirm these relationships.

Our data also reveals a shifting landscape of global talent flows. Research shows that countries employing points-based immigration systems attract 1.5 times more high-skilled migrants than those using demand-led approaches. This finding takes on new significance in light of recent geopolitical developments affecting scientific research globally. As restrictive policies and funding cuts create uncertainty for researchers in the United States, one of the big destinations for European AI talent, the way nations position their regulatory environments, scientific freedoms, and research infrastructure will increasingly determine their ability to attract and retain specialized AI talent.

The gender analysis in our study illuminates another dimension of competitive advantage. Contrary to the overall AI talent pool, EU countries lead in female representation in highly technical roles (Category 2), occupying seven of the top ten global rankings. Finland, Czechia, and Italy have the highest proportion of female representation in Category 2 roles globally (39%, 31%, and 28%, respectively). This gender diversity represents not merely a social achievement but a potential strategic asset in AI innovation, particularly as global coalitions increasingly emphasize the importance of diverse perspectives in AI development…(More)”

Hundreds of scholars say U.S. is swiftly heading toward authoritarianism

Curated on Posted on by Stefaan Verhulst

Article by Frank Langfitt: “A survey of more than 500 political scientists finds that the vast majority think the United States is moving swiftly from liberal democracy toward some form of authoritarianism.

In the benchmark survey, known as Bright Line Watch, U.S.-based professors rate the performance of American democracy on a scale from zero (complete dictatorship) to 100 (perfect democracy). After President Trump’s election in November, scholars gave American democracy a rating of 67. Several weeks into Trump’s second term, that figure plummeted to 55.

“That’s a precipitous drop,” says John Carey, a professor of government at Dartmouth and co-director of Bright Line Watch. “There’s certainly consensus: We’re moving in the wrong direction.”…Not all political scientists view Trump with alarm, but many like Carey who focus on democracy and authoritarianism are deeply troubled by Trump’s attempts to expand executive power over his first several months in office.

“We’ve slid into some form of authoritarianism,” says Steven Levitsky, a professor of government at Harvard, and co-author of How Democracies Die. “It is relatively mild compared to some others. It is certainly reversible, but we are no longer living in a liberal democracy.”…Kim Lane Scheppele, a Princeton sociologist who has spent years tracking Hungary, is also deeply concerned: “We are on a very fast slide into what’s called competitive authoritarianism.”

When these scholars use the term “authoritarianism,” they aren’t talking about a system like China’s, a one-party state with no meaningful elections. Instead, they are referring to something called “competitive authoritarianism,” the kind scholars say they see in countries such as Hungary and Turkey.

In a competitive authoritarian system, a leader comes to power democratically and then erodes the system of checks and balances. Typically, the executive fills the civil service and key appointments — including the prosecutor’s office and judiciary — with loyalists. He or she then attacks the media, universities and nongovernmental organizations to blunt public criticism and tilt the electoral playing field in the ruling party’s favor…(More)”.

AI models could help negotiators secure peace deals

Curated on Posted on by Stefaan Verhulst

The Economist: “In a messy age of grinding wars and multiplying tariffs, negotiators are as busy as the stakes are high. Alliances are shifting and political leaders are adjusting—if not reversing—positions. The resulting tumult is giving even seasoned negotiators trouble keeping up with their superiors back home. Artificial-intelligence (AI) models may be able to lend a hand.

Some such models are already under development. One of the most advanced projects, dubbed Strategic Headwinds, aims to help Western diplomats in talks on Ukraine. Work began during the Biden administration in America, with officials on the White House’s National Security Council (NSC) offering guidance to the Centre for Strategic and International Studies (CSIS), a think-tank in Washington that runs the project. With peace talks under way, CSIS has speeded up its effort. Other outfits are doing similar work.

The CSIS programme is led by a unit called the Futures Lab. This team developed an AI language model using software from Scale AI, a firm based in San Francisco, and unique training data. The lab designed a tabletop strategy game called “Hetman’s Shadow” in which Russia, Ukraine and their allies hammer out deals. Data from 45 experts who played the game were fed into the model. So were media analyses of issues at stake in the Russia-Ukraine war, as well as answers provided by specialists to a questionnaire about the relative values of potential negotiation trade-offs. A database of 374 peace agreements and ceasefires was also poured in.

Thus was born, in late February, the first iteration of the Ukraine-Russia Peace Agreement Simulator. Users enter preferences for outcomes grouped under four rubrics: territory and sovereignty; security arrangements; justice and accountability; and economic conditions. The AI model then cranks out a draft agreement. The software also scores, on a scale of one to ten, the likelihood that each of its components would be satisfactory, negotiable or unacceptable to Russia, Ukraine, America and Europe. The model was provided to government negotiators from those last three territories, but a limited “dashboard” version of the software can be run online by interested members of the public…(More)”.

How the algorithm tipped the balance in Ukraine

Curated on Posted on by Stefaan Verhulst

David Ignatius at The Washington Post: “Two Ukrainian military officers peer at a laptop computer operated by a Ukrainian technician using software provided by the American technology company Palantir. On the screen are detailed digital maps of the battlefield at Bakhmut in eastern Ukraine, overlaid with other targeting intelligence — most of it obtained from commercial satellites.

As we lean closer, we see can jagged trenches on the Bakhmut front, where Russian and Ukrainian forces are separated by a few hundred yards in one of the bloodiest battles of the war. A click of the computer mouse displays thermal images of Russian and Ukrainian artillery fire; another click shows a Russian tank marked with a “Z,” seen through a picket fence, an image uploaded by a Ukrainian spy on the ground.

If this were a working combat operations center, rather than a demonstration for a visiting journalist, the Ukrainian officers could use a targeting program to select a missile, artillery piece or armed drone to attack the Russian positions displayed on the screen. Then drones could confirm the strike, and a damage assessment would be fed back into the system.

This is the “wizard war” in the Ukraine conflict — a secret digital campaign that has never been reported before in detail — and it’s a big reason David is beating Goliath here. The Ukrainians are fusing their courageous fighting spirit with the most advanced intelligence and battle-management software ever seen in combat.

“Tenacity, will and harnessing the latest technology give the Ukrainians a decisive advantage,” Gen. Mark A. Milley, chairman of the Joint Chiefs of Staff, told me last week. “We are witnessing the ways wars will be fought, and won, for years to come.”

I think Milley is right about the transformational effect of technology on the Ukraine battlefield. And for me, here’s the bottom line: With these systems aiding brave Ukrainian troops, the Russians probably cannot win this war…(More)” See also Part 2.

How crowdfunding is shaping the war in Ukraine

Curated on Posted on by Stefaan Verhulst

The Economist: “This month Aerorozvidka, a Ukrainian drone unit, celebrated the acquisition of four Chinese-made DJI Phantom 3 drones, provided by a German donor. The group, founded in 2014 after the Russian invasion of eastern Ukraine and annexation of Crimea, is led by civilians. The gift is just one example of crowdfunding in Russia’s latest war against Ukraine. Citizens from both sides are supplying much-needed equipment to the front lines. What is the impact of these donations, and how do the two countries differ in their approach?

Private citizens have chipped in to help in times of war for centuries. A writing tablet found near Hadrian’s Wall in northern England mentions a gift of sandals, socks and underwear for Roman soldiers. During the first world war America’s government asked civilians to knit warm clothing for troops. But besides such small morale-boosting efforts, some schemes to rally civilians have proved strikingly productive. During the second world war Britain introduced a “Spitfire Fund”, encouraging civilian groups to raise the £12,600 (£490,000, or $590,000, in today’s money) needed to build the top-of-the-range fighter. Individual contributors could buy wings, machineguns or even a rivet, for six old pence (two and a half modern ones) apiece. The scheme raised around £13m in total—enough for more than 1,000 aircraft (of a total of 20,000 built)…(More)”.

Facial Recognition Goes to War

Curated on Posted on by Stefaan Verhulst

Kashmir Hill at the New York Times: “In the weeks after Russia invaded Ukraine and images of the devastation wrought there flooded the news, Hoan Ton-That, the chief executive of the facial recognition company Clearview AI, began thinking about how he could get involved.

He believed his company’s technology could offer clarity in complex situations in the war.

“I remember seeing videos of captured Russian soldiers and Russia claiming they were actors,” Mr. Ton-That said. “I thought if Ukrainians could use Clearview, they could get more information to verify their identities.”

In early March, he reached out to people who might help him contact the Ukrainian government. One of Clearview’s advisory board members, Lee Wolosky, a lawyer who has worked for the Biden administration, was meeting with Ukrainian officials and offered to deliver a message.

Mr. Ton-That drafted a letter explaining that his app “can instantly identify someone just from a photo” and that the police and federal agencies in the United States used it to solve crimes. That feature has brought Clearview scrutiny over concerns about privacy and questions about racism and other biases within artificial-intelligence systems.

The tool, which can identify a suspect caught on surveillance video, could be valuable to a country under attack, Mr. Ton-That wrote. He said the tool could identify people who might be spies, as well as deceased people, by comparing their faces against Clearview’s database of 20 billion faces from the public web, including from “Russian social sites such as VKontakte.”

Mr. Ton-That decided to offer Clearview’s services to Ukraine for free, as reported earlier by Reuters. Now, less than a month later, the New York-based Clearview has created more than 200 accounts for users at five Ukrainian government agencies, which have conducted more than 5,000 searches. Clearview has also translated its app into Ukrainian.

“It’s been an honor to help Ukraine,” said Mr. Ton-That, who provided emails from officials from three agencies in Ukraine, confirming that they had used the tool. It has identified dead soldiers and prisoners of war, as well as travelers in the country, confirming the names on their official IDs. The fear of spies and saboteurs in the country has led to heightened paranoia.

According to one email, Ukraine’s national police obtained two photos of dead Russian soldiers, which have been viewed by The New York Times, on March 21. One dead man had identifying patches on his uniform, but the other did not, so the ministry ran his face through Clearview’s app…(More)”.

The Russian invasion shows how digital technologies have become involved in all aspects of war

Curated on Posted on by Stefaan Verhulst

Article by Katharina Niemeyer, Dominique Trudel, Heidi J.S. Tworek, Maria Silina and Svitlana Matviyenko: “Since Russia invaded Ukraine, we keep hearing that this war is like no other; because Ukrainians have cellphones and access to social media platforms, the traditional control of information and propaganda cannot work and people are able to see through the fog of war.

As communications scholars and historians, it is important to add nuance to such claims. The question is not so much what is “new” in this war, but rather to understand its specific media dynamics. One important facet of this war is the interplay between old and new media — the many loops that go from Twitter to television to TikTok, and back and forth.

We have moved away from a relatively static communication model, where journalists report on the news within predetermined constraints and formats, to intense fragmentation and even participation. Information about the war becomes content, and users contribute to its circulation by sharing and commenting online…(More)”.

Ukraine shows us the power of the 21st Century Citizen

Curated on Posted on by Stefaan Verhulst

Essay by Matt Leighninger: “This is a new kind of war, waged by a new kind of citizen.

The failure of the Russian forces to subdue Ukraine quickly has astonished experts, officials, and journalists worldwide. It shouldn’t. The Ukrainian resistance is just the latest example of the new attitudes and abilities of 21st century citizens.

While social media has been getting a lot of attention in this “TikTok War,” the real story is the growing determination and capacity of ordinary people. Around the world, ordinary people are fundamentally different from people of generations past. They have dramatically higher levels of education, far less deference to authority figures, and much greater facility with technology.

These trends have changed citizenship itself. We need to understand this shift so that societies, especially democratic ones, can figure out how to adapt, both in war and peace.

The war in Ukraine is instructive, in at least four ways.

First, citizens now have the ability to make their own media; Ukrainians, under attack, are mass-producing reality TV. Thanks to footage produced by thousands of people and viewed by millions, the war has a constantly unfolding cast of characters. Ukrainian farmers towing Russian vehicles, a soldier moonwalking in a field, people joyriding on a captured Russian tank, and a little girl singing “Let It Go” in a Kiev bomb shelter have become relatable, inspiring figures in the conflict. Seemingly every time Ukrainians have success on the battlefield, they upload videos of burned tanks and downed planes…(More)”.

Russian Asset Tracker

Curated on Posted on by Stefaan Verhulst

Project by OCCRP: “In the wake of Russia’s brutal assault on Ukraine, governments around the world have imposed sanctions on many of Putin’s enablers. But they have learned to keep their wealth obscured, hiring an army of lawyers to hide it in secretive bank accounts and corporate structures that reach far offshore. Figuring out who owns what, and how much of it, is a tall order even for experienced police investigators.

That’s why we decided to follow the trail, tracking down as many of these assets as possible and compiling them in a database for the public to see and use. We started with a list of names of people who “actively participate in the oppression and corruption of Putin’s regime” drawn up by the Anti-Corruption Foundation, led by opposition leader Alexei Navalny. We’ll be expanding it soon to include other Russians sanctioned for corruption or their support of Putin.

We looked for land, mansions, companies, boats, planes, and anything else of value that could be tied through documentary evidence to Putin’s circle. Some of these assets have been reported before. Some are being revealed here for the first time. Some are still to be discovered: We’ll keep searching for more properties and yachts, adding more names, and updating this database regularly. If you are aware of anything we’ve missed, please let us know by filling out this form.

For now, we’ve uncovered over $17.5 billion in assets, and counting….(More)”.

Can Ukraine’s Experiments in Local Democracy Survive the Invasion?

Curated on Posted on by Stefaan Verhulst

Joe Mathews at Zocolo: “As I write this, Russian troops reportedly are moving north through the Odesa oblast, or region, toward the river Kodyma, along which sits a town called Balta.

This is not new territory for Balta, which like much of Ukraine has been contested over centuries of wars. But in recent years, Balta has actually broken a lot of new ground, at least when it comes to the practice of citizen-centered democracy. In 2016, Balta adopted participatory budgeting, an innovative process—originated in Brazil—in which citizens rather than officials determine their local budget. Balta also gave its young people their own governing council and a decision-making process to influence local policies.

Democracy, in its essence, is everyday people governing themselves. Such self-government happens most often at the local level, which is why countries tend to get more democratic when they decentralize.

Since the 2014 Maidan revolution, Ukraine has been among the more rapidly decentralizing, and democratizing, countries on Earth….

In a politically divided Ukraine, this devolution of local power had support across the spectrum, for a couple reasons.

The first was positive and driven by economics. Putting more money and power in localities was seen as the best bet for addressing poverty and inequality, and developing Ukraine in a balanced way that would make it a better fit with the rest of Europe, which has strong local governments. Since the 2014 Maidan revolution, Ukraine has been among the more rapidly decentralizing, and democratizing, countries on Earth.

The second reason, however, was defensive: the threat of separatism. In a country the size of Texas, greater local control was seen as the best way to placate localities and regions that might think of leaving—especially Donetsk and Luhansk, two Russian-speaking Ukrainian oblasts where Russia would make incursions (and which Putin would declare “independent” as a pretext for his new invasion).

“The path of decentralization was an asymmetrical response to the aggressor,” said Andriy Parubiy, a former speaker of Ukraine’s parliament, in 2017. “The process of the formation of capable communities was a kind of sewing of the Ukrainian space.”

Many of these newly empowered Ukrainian local governments have seized the opportunity, and not just for economic development. Municipalities have embraced political reforms—adopting ethics codes, making their records and decision-making transparent, establishing citizen-directed processes like participatory budgeting, and adding new guarantees for representation and participation of women, men, and underrepresented groups in local politics.

Just this past December, two Ukrainian cities, Khmelnytskyi and Vinnytsia, finished first and third, respectively, in a global contest for innovation in government transparency. Mariupol, a city in the southeast reportedly under siege by the Russian military, has won international praise for its model of sharing governance power with local organizations….(More)”.