How the biggest companies plan mass lay-offs, The benefits of revealing neurodiversity in the workplace, Tim Peake: I do not see us having a problem getting to Mars, Michelle Yeoh: Finally we are being seen, Our ski trip made me question my life choices, Apocalypse then: lessons from history in tackling climate shocks. Allowing forests to regrow naturally and rewilding huge areas of land, a process known as natural regeneration, is the most cost-effective and productive way to capture CO2 and boost overall biodiversity, according to Waring. There's a larger issue with bias here that bedevils all forms of AI, including computer vision and decision-support tools. Image: Yale University What's wrong with this picture? The rapid spread of Covid which was first detected in China forced many countries into months of lockdown in 2020 that markedly reduced economic activity. Standard Digital includes access to a wealth of global news, analysis and expert opinion. ; Twenty-nine states sent more to the federal government than they received, compared to just nine states in 2021.; Of the states that sent more than they received, 52% were Democrat-voting and 48% were Republican-voting. CO2 levels. The virus has caused more than 965,000 US deaths; strained healthcare systems; changed companies and employees expectations of one another; and sparked political battles over vaccine mandates and controls. and other data for a number of reasons, such as keeping FT Sites reliable and secure, Kiki Cahyadi/Anadolu Agency via Getty Images. We selected 12 dates that represent turning points in the outbreak of the disease and collected news stories . This guide explains the difference between net income and gross income, and which is useful when in your business accounting. BHUBANESWAR: The crime graph in Odisha is rising with the state recording 15% rise in overall crime in 2022 compared against 2021, data shared by the government in the assembly on Monday revealed. Changes to the way we shop have been exacerbated by the crisis with a rise in one-click ordering being served by an expansion of warehousing by multiple firms including Amazon, which has had environmental costs for some communities. Updated 6:58 PM EST, Fri December 4, 2015. This extraordinary improvement was enabled by the adoption of accelerator chips that are specifically designed for machine learning. Border encounters reach 21-year high. Stanford Institute for Human-Centered Artificial Intelligence, 12 Graphs That Explain the State of AI in 2022 , 50 Years Later, Were Still Living in the Xerox Altos World. Yes, language models for tasks like speech recognition and text generation have gotten really good in general. Measuring the performance of NLP systems has become tricky: "Academics are coming up with metrics they think no one can beat, then a system comes along in six months and beats it," Clark says. "With many workers still unemployed, small businesses struggling, and 8090 million people likely to fall into extreme poverty in 2020 as a result of the pandemic even after additional social assistance it is too early for governments to remove the exceptional support," said IMF. A year after the first rate hike, the Fed still has a long way to go in the fight against inflation, Retirees lost 23% of their 401(k) savings in 2022, Fidelity says, The week in inflation: Data signals higher prices, possibly more aggressive Fed, U.S. unemployment rate falls in December, but rises for Black women, Hispanic men, Dollar General's new Popshelf stores chase inflation-weary shoppers in the suburbs, Here's a map of Starbucks stores that voted to unionize, November unemployment fell for Hispanic workers and Black women, while holding steady overall, Average 401(k) balances plunged 23% year-over-year due to market volatility, Fidelity says, The unemployment rate for Black men fell in October, but so did labor force participation, Fidelity is the latest employer to offer free college for workers as education benefits take off, Hispanic unemployment rate falls sharply in September, but fewer workers join labor force, How a decline in some Google searches shows retail investors are leaving the market, CarMax shares crater as its huge earnings miss signals an end to the used car boom, Papa Johns is the latest employer to offer free college for workers, including part-time drivers, How to invest in the education tech trend as schools spend billions to close the Covid learning gap, Citi is the latest employer to offer generous tuition assistance so workers can go back to college, The U.S. unemployment rate rose in August, and Black workers' labor force participation declined, Despite a strong jobs report, unemployment inched higher for Black workers in July, Having a woman in the boardroom or C-suite drives even wider diversity, study finds, Unemployment rate for Black women fell in June, but so did their participation in the labor force, Here's where the jobs are for June 2022 in one chart, Latest Shanghai quarantines add more pressure to global supply chain, Why the market gets nervous whenever the 10-year Treasury yield hits 3%, These charts show the state of the global supply chain as China eases Covid lockdowns, May unemployment rate holds steady but rises among Black, Hispanic women, Here's where the jobs are for May 2022 in one chart, Asian Americans face longer periods of unemployment, other labor market challenges, India isn't the only one banning food exports. Keeping a safe distance from each other isnt made simpler when units of measurement are being butchered. | Earthquakes. This graph, with data from the Computer Research Association's annual survey, shows that women make up only about 20 percent of graduates from AI-related Ph.D. programs in North America. "China has a stated policy of getting journal publications," he notes, and government agencies play a larger role in research, whereas in the United States, a good portion of R&D happens within corporations. Articles on Graphs. Correlating causation. Jack Clark, codirector of the AI Index Steering Committee, tells IEEE Spectrum that the data seems like "an indicator of academic success" for China, and is also a reflection of different AI ecosystems in different countries. The lack of large numbers of fossils makes it hard to study sexual dimorphism in dinosaurs. Heres what we found. The number, compiled by Johns . As of Dec. 29, 2021, Canada recorded more than 2 million confirmed COVID-19 cases, with 30,353 recorded deaths. That include: A major consequence of the pandemic-induced economic slump is an increase in job losses globally. BBC Future brings you our round-up of where we are on climate change at the start of 2021, according to five crucial measures of climate health. . According to the Grantham Institute, it is possible though not conclusively shown that 2018 Arctic conditions provoked the "Beast from the East" winter storm in Europe in 2018 by altering the jet stream, a current of air high in the atmosphere. From 2000 to 2021, the percentage of women who work as veterinarians, pharmacists, mathematicians, legislators, and chief executives have all increased. "We are seeing record levels every year," says Ralph Keeling, head of the CO2 programme at the Scripps Institution of Oceanography, which has been tracking CO2 concentrations from the Mauna Loa observatory in Hawaii since 1958. Reveal. Yet most companies seem unaware or unconcerned about the risks accompanying this new technology. Murdaugh, 54, was found guilty Thursday of murdering his wife and younger son in June 2021. Try full digital access and see why over 1 million readers subscribe to the FT, Purchase a Trial subscription for $1 for 4 weeks, You will be billed $69 per month after the trial ends, Russian far-right fighter claims border stunt exposes Putins weakness, Germany seeks to buy Leopard tanks from Switzerland, Germany and Italy stall EU ban on combustion engines, Russia on alert after reconnaissance group crosses over from Ukraine, Ukraine asks EU for 250,000 artillery shells a month, Panic station at Fox News: how the Murdochs agonised over Trumps loss, UK cabbage king turns to plant-based proteins, UK housing market braced for make-or-break spring, Saudi owner of Londons most expensive house sued over alleged unpaid private jet bills, Fears for London market after SoftBanks Arm and building group CRH opt for New York, There are no domestic equity investors: why companies are fleeing Londons stock market, Deluge of inflation data pushes US borrowing costs to 2007 levels, Live news updates from March 3: Amazon pauses HQ2 construction, UK regulators launch LME probe, This Brexit breakthrough doesnt move the dial for the City, Joe Biden teaches the EU a lesson or two on big state dirigisme, Elon Musks Twitter is dying a slow and tedious death. You name the illness, whether its a communicable disease or its diabetes, minority populations are disadvantaged in terms of the impact of disease, said Schaffner. Mathematical model suggests information processing lies at the heart of decision making. The International Monetary Fund forecast the global economy could shrink 4.4% this year, before bouncing back to 5.2% growth in 2021. Derrick Nero, University of Nebraska Omaha. Black Americans were significantly more likely to die of Covid, even though the Black population is younger than the nationwide average. A major story during the pandemic has been the global supply crisis, which has been attributed to the various shocks that the worlds economies have undergone since the outbreak. countries have spent more than 800 billion to shield households and companies from soaring energy costs since late 2021, according to think-tank Bruegel. The number of confirmed cases. With that in mind, here are the charts to watch in 2022: 1: Jobs: There were 148.6 million workers employed through November, according to the BLS's payrolls survey. . Most sectors lost jobs. November unemployment fell for Hispanic workers and Black women, while holding steady overall Over the last two months, the percentage of people who have been fully vaccinated has only increased by about three percentage points, from 61% of the US population to 64%. Chart of the change in total US employment from the month before the pandemic began causing massive job losses, February 2020. As a result, gross domestic product the broadest measure of activity plunged to record lows across many economies. symptomatic and visited a hot spot like China) in order to get tested. Check out our lists from 2020, 2019, 2018, 2016, 2015 and 2014. Max Roser, CC BY-SA. Considering the vast differences between, say, mice and elephants, it can be hard to fit 3 ounces and a ton on the same graph. While the pandemic may have had an impact on startup activity, this decline in the number of startups is a clear trend that began in 2018. Look at the graph: What do you notice? Different people interpreted the data in entirely different ways. After the turbulent year of 2020, BBC Future takes stock on the state of the climate at the beginning of 2021. Eliza Strickland is a senior editor at IEEE Spectrum, where she covers AI, biomedical engineering, and other topics. As well as showing how much the climate has changed already, these five climate indicators also point the way to the solutions that can curb global warming to safer levels by the end of the century. This is one of the greatest comebacks . In the past years, AI has gotten really, really good at static image recognition; the next frontier in computer vision is video. Central banks in advanced economies including the Fed and the European Central Bank have also increased their asset purchases to inject more money into the financial system. Fake news websitesmany with official-sounding names and professional-looking designsare multiplying. What do you notice and wonder about the intensity, peak and duration of respiratory illnesses in the U.S.? "We have put 100ppm of CO2 in the atmosphere in the last 60 years," says Martin Siegert, co-director of the Grantham Institute for climate change and the environment at Imperial College London. From logarithmic scales to time travel, here are a few of the worst Covid-19 related . The next graph takes misleading axes a step further. Then boy, do we have content in the archives for you! Data is a real-time snapshot *Data is delayed at least 15 minutes. Graphs data structures that show the relationship among objects are highly versatile. It appears that cases are declining, when we all know now that the opposite was happening. The colored bars are also arranged in a different order for each date. News & Advocacy; . These graphs were published in the New York Times article "179 Reasons You Probably Don't Need to Panic About Inflation" published on Aug. 18, 2021. Deeply interested readers can dive into the report to learn more; it contains chapters on R&D, technical performance, the economy, AI education, ethical challenges of AI applications, diversity in AI, and AI policy and national strategies. Visual displays in the news media become critical during escalating events such as the COVID-19 pandemic, as they facilitate the communication of complex information to the public. Even though many Black people have managed to overcome their vaccine hesitancy, its unlikely that many more unvaccinated people in that demographic and others will opt to get the shots, said Schaffner.