A handpicked selection of stories from BBC Future, Culture, Worklife, and Travel, delivered to your inbox every Friday. Still, there will be "clear improvement" in the global economy in 2021, partly because "it's not hard to be better than 2020," they said. Featured News. There were deaths from COVID and . A not-for-profit organization, IEEE is the world's largest technical professional organization dedicated to advancing technology for the benefit of humanity. There were two occasions, just before Delta and just before Omicron, where as a society and public health community, we thought we were on the verge of some variation of success, said William Schaffner, an infectious diseases expert at Vanderbilt University School of Medicine. Whistleblower RebekahJones, who was reportedly fired for refusing to manipulate data for the Florida Department of Health [2], maintains her own website with what she reports to be the correct figures [3]. But many restrictions remain in place to limit movements across the borders, said UNWTO. Researchers are building systems that can recognize various activities from video clips, since that type of recognition could be broadly useful if ported over to the real world (think about self-driving cars, surveillance cameras, and so forth). In Europe it was the hottest year ever, while globally 2020 tied with 2016 as the warmest. This guide explains the difference between net income and gross income, and which is useful when in your business accounting. As well as being a symptom of climate change, the loss of ice is also a driver of it. Kevin Durant is one of the NBA players who shows the ability to go on hot streaks. Put the text of the Bible into AI and let it answer questions to see if it can make sense of what is often poorly written and often seems contradictory. A consequential lawsuit in Texas seeks to upend the FDAs approval of the abortion pill mifepristone. Afghanistan's academics despair months after Taliban takeover. The U.S. Federal Reserve, whose policy affects economies worldwide, slashed interest rates to near zero and committed to not raising them until inflation exceeds its 2% target. Crimes in Odisha rose by 15% last year. In part because of school closures, lots of women left the labor force, and now we are starting to see a trickle back into the labor force, said Barankay. Statistics is the application of mathematical concepts to understanding and analysing large collections of data. We would have to create new vaccines and start vaccinating all over again, which would have all the impact of the proverbial lead balloon, said Schaffner. Watch this short introduction video and start using New York Times graphs in your classroom. Crimes in Odisha rose by 15% last year. 2021 Stress in America Graphs. Press Contact: Abby Abazorius Email: abbya@mit.edu. by Shaena Montanari / 2 March 2023. Max Roser, CC BY-SA. . This article investigates the use of graphs in Korea's news media during the COVID-19 outbreak. The previous graph showed that private investment is still increasing year over year, but at a slower pace. We dont do terribly well with our influenza vaccine campaigns we do OK but not great and I think we would have a hard time telling people to roll up both sleeves.. The example here shows error rates in speech-recognition programs from leading companies. February 22, 2021. People dont randomly select who they have children with. Keeping a safe distance from each other isnt made simpler when units of measurement are being butchered. With plants at 450 Gt C, Animals at 2 Gt C, and Humans at 0.06 Gt C. Looking at the graph, there are more plants than both animals and humans. The US is a large and diverse country. "We saw record levels again this year despite Covid.". Experts warn that fake news sites are weakening the public's ability to distinguish . Since so many students take part in conferences, he notes, "in a few years, there will be a load of people going into industry that have come up in this milieu.". being made fun of, called names or insulted. Redirecting to /fantasy/baseball/news/fantasy-baseball-rankings-2023-best-sleepers-breakouts-busts-by-top-model-that-forecasted-vottos-struggles/. What do you wonder? 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. Every time an ecosystem is disturbed, you see carbon lost," she says. June 14, 2021. Anyone who got a positive test result counted onceas a positive. Social media users share charts and graphs often with the same underlying data to advocate opposing approaches to the pandemic. 5. Forced laborers lived in prison cells at one palm oil plantation in Indonesia. Personal income increased $131.1 billion, or 0.6 percent at a monthly rate, while consumer spending increased $312.5 billion, or 1.8 percent, in January. 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. Whats Going On in This Graph? 2019/Nature Communications/BBC). Maths can describe how we update our views to make a decision based on the information available. being threatened with harm. Christina Koch/NASA November 1, 2021 There were deaths from COVID and deaths with COVID but other deaths are also likely linked to the viruss impact on our health and our medical care. Opposition leaders said the situation was worrying as offences like dacoity, robbery, theft, burglary and . To download a larger version of each chart, right . being pushed, shoved, tripped or spit on. Bad graphs and inaccurate data can cause readers to draw the wrong conclusions. If youre making a graph to convey a message, some best practices include [5]: In summary, make sure to use complete data, create a graph with appropriate labels, and leave the time-traveling to Dr. Who. Meanwhile, central banks around the world slashed interest rates and purchased more assets to inject more money into the financial system. NBC News tracked what the president talked about in tonights address. The worst graphs typically misuse visual proximity, manipulate data, and omit important details from chart titles and captions [1]. SAN FRANCISCO, Feb. 28, 2023 /PRNewswire/ -- Edge & Node, the initial team behind The Graph, a decentralized indexing protocol for querying blockchain data, today announced that it has begun running an active indexer operation on The Graph's decentralized . personalising content and ads, providing social media features and to Anyway, this is an area to watch over the coming years. & Natural History Museum, London. The number, compiled by Johns . Mass shootings, and calls for gun control . Who to fire? The 2021 AI Index provides insight into jobs, publications, diversity, and more. Across the northern hemisphere, permafrost the ground that remains frozen year-round for two or more years is warming rapidly. The most important auto race of the season is looming; it will be broadcast live on national television and could bring major . According to the Associated Press [4], The State of Georgia indulged in time travel with date hopping back and forth along the x-axis to produce a staircase effect. In this article, we will look at how Argentinian, Russian, and Georgian media have been "fighting" the outbreak by manipulating graphs. CNBC stories featuring tables, charts, infographics, and data visualizations. There is a promising trend of growing research and training in statistical ecology in Africa. Line chart of the waves of Covid-19 hospitalizations in the US. Robert F Kennedy on the presidential campaign trail in 1968. It's old news that Chinese researchers are publishing the most peer-reviewed papers on AIChina took that lead in 2017. Note: The death toll in Syria and Turkey for the recent earthquake has surpassed 40,000 (as of . Whether you want to win with as few guesses as possible, or you just want to figure out the right word before running out of turns, a scholar offers some tips. Undergraduate students at the University of Nebraska Omaha collaborate on a group assignment for a STEM course. MIT News Office. How can researchers tell if male and female dinosaurs, like the stegosaur, were different? The previous . We have come to a "moment of truth", United Nations Secretary General Antonio Guterres said in his State of the Planet speech in December. The last time CO2 levels exceeded 400 parts per million was around four million years ago, during the Pliocene era, when global temperatures were 2-4C warmer and sea levels were 10-25 metres (33-82 feet) higher than they are now. To learn more, read our Privacy Policy. 7. LinkedIn found that the global pandemic did not put a dent in AI hiring in 2020. You may change or cancel your subscription or trial at any time online. Permafrost contains a huge amount of greenhouse gases, including CO2 and methane, which are released into the atmosphere as it thaws. December 14, 2022. Reveal. 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%. For a full comparison of Standard and Premium Digital, click here. Four charts showing the trendlines of deaths per capita for the USs Northeast, South, Midwest and Western regions. All; 2023; 2022 . Is there a limit to human life expectancy? It's easy to imagine a graph depicting a social media network's web of connections. Black Americans were significantly more likely to die of Covid, even though the Black population is younger than the nationwide average. All Rights Reserved. Got a confidential news tip? Correlating causation. As we reach the second anniversary of the pandemic being declared a national emergency in the US, infectious disease experts suggest with caveats that the worst could be over and that we could soon see something like life before Covid-19, at least in terms of gathering with others indoors. Such staggering levels of spending have pushed global public debt to an all-time high but governments should not withdraw fiscal support too soon, said the fund. Beyond the increase in conference papers, however, there's not much to measure. Global corporate investment in AI soared to nearly $68 billion in 2020, an increase of 40 percent over the year before. Global Business and Financial News, Stock Quotes, and Market Data and Analysis. The next graph takes misleading axes a step further. The number of confirmed cases. During the first half of 2021, people regained a sense of hope after an extraordinary year filled with death, job loss and isolation from family and friends. This week, LeBron James, the Los Angeles Lakers forward, became the N.B.A.s career scoring leader. Even then, you would want to label the axis with the correct log scale; The Fox News graph failed to divulge they used a quasi -logarithmic scale. There was no ice on the planet then and it was 12C warmer," says Siegert. Mark Zuckerbergs company says the kids are all right, but the data it presents is only about how the average social media user is doing. Democratic governors instituted stricter lockdown measures than their Republican counterparts. Despite being 25 years old, the Dixon-Coles model is still the gold standard of football prediction. 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. While planting trees might help cancel out the last 10 years of CO2 emissions, it cannot solve the climate crisis on its own, according to Waring. When the vaccines were touted as having been created at warp speed, well, we in science were very proud of that, but the way that was heard by a lot of people was, Ooo, they probably cut corners, Schaffner said. Press Inquiries. "Covid and climate have brought us to a threshold.". Schaffner is also . The amount of CO2 in the atmosphere . The record of Jeanne Calment of France, who died at 122, has stood for almost 25 years. This extraordinary improvement was enabled by the adoption of accelerator chips that are specifically designed for machine learning. CNBC stories featuring tables, charts, infographics, and data visualizations. COVID Testing. But Justin Lessler, an epidemiology professor at the University of North Carolina, suspects that is an undercount. In June 2020, the temperature reached 38C in eastern Siberia, the hottest ever recorded within the Arctic Circle. In 2018, it took 6.2 minutes to train the best system; in 2020 it took 47 seconds. Make sure your vertical scale is the right size. Oct. 21, 2021. Statistical techniques are often used to show where poaching actually happens. 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. Many groups are working on issues such as opaque decision making by AI systems (called the explainability problem), embedded bias and discrimination, and privacy intrusion. What do you notice and wonder about where people of different income levels make their friends? Eliza Strickland is a senior editor at IEEE Spectrum, where she covers AI, biomedical engineering, and other topics. If you haven't had time to read the AI Index Report for 2021, which clocks in at 222 pages, don't worrywe've got you covered. But a new statistical approach offers insight into this question and others across science. Soils in the permafrost region, which spans around 23 million square kilometres (8.9 million square miles) across Siberia, Greenland, Canada and the Arctic, hold twice as much carbon as the atmosphere does almost 1,600 billion tonnes. The graph shows all life on earth which includes all plants, animals, and humans. By April 2020, 22m jobs in the United States were lost, and employment numbers still havent returned to their pre-pandemic levels. Data from that same survey tells a similar story about race/ethnic identity. 55319 31 . There are any number of excellent STEM programs that focus on girls and underrepresented minorities. Heres how archaeologists know plenty of people didnt die young. UN slavery estimate raises question: Are 50 million people really enslavedtoday? Your source for the latest research news. Each and every negative result got counted once. 2023 CNBC LLC. cookies While it's fairly easy to spot a truncated y-axis or missing label, graph designers are getting smarter about how they mislead. However, while the BJP's vote share has oscillated between 49.85% in 2002 and 49.50% in 2017, the party's seat tally has dwindled in each successive election - from 127 seats in 2002 (49.85%) to 119 seats in 2007 (49.12%), 115 seats in 2012 (48.85%) and 99 seats in 2017 . There's a larger issue with bias here that bedevils all forms of AI, including computer vision and decision-support tools. Protests erupted in about a dozen cities in the first hours after police released bodycam footage of Tyre Nichols fatal beating. What do you notice about these 22 temperature trend graphs? Brazil, the Democratic Republic of the Congo and Indonesia are the countries losing forest cover most rapidly. While many trends in AI were largely unaffected by the global pandemic, this chart shows that private investment in 2020 skewed toward certain sectors that have played big roles in the world's response to COVID-19. 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%. What should a secular society really look like? But 2020 was unusual because the world experienced a La Nia event (the reverse of El Nio, with a cooler band of water forming). 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. CNN . Standard Digital includes access to a wealth of global news, analysis and expert opinion. Copyright 2023 IEEE All rights reserved. Heres what we need to do instead. We are in the process of writing and adding new material (compact eBooks) exclusively available to our members, and written in simple English, by world leading experts in AI, data science, and machine learning. 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. What do you notice in the graph? Get this delivered to your inbox, and more info about our products and services. "The intensity of those fires and number of people being killed is truly significant," says Siegert. Many have serious problems with harmful bias, such as performing poorly on a subset of people or generating text that reflects historical prejudice. Statistics. We are a very large and diverse country so the end of the pandemic wont happen simultaneously but maybe by the end of March and the beginning of April, we can be there over most of the country. Lessler attributes the difference between the official Covid death tally and the CDC excess death count to Covid deaths that did not get attributed to Sars-CoV-2, but that being said, I think detailed analysis will be needed before we can say that with 100% certainty. 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. The Curse Of The Cluster. "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. As of Nov. 1, more than 150 countries and territories had eased Covid-related travel restrictions, according to the United Nations World Tourism Organization. The Organisation for Economic Co-operation and Development, an intergovernmental entity, said that in some countries, the early effects of Covid-19 on labor markets were "ten times larger than that observed in the first months of the 2008 global financial crisis.". Adrian Esterman, University of South Australia. Failure to replicate research results suggests a need to increase the quality of studies. From factors like the number of extra games to the time non-competing players go on break, having the World Cup in the middle of the domestic season could increase injuries. When asked in a McKinsey survey what risks they considered relevant, only cybersecurity had registered with more than half of respondents. people had to meet strict requirements (e.g. Premium Digital includes access to our premier business column, Lex, as well as 15 curated newsletters covering key business themes with original, in-depth reporting. A central tenet of statistics is to describe the variations in a data . The problem? "We are accelerating global warming by reducing the amount of Arctic sea ice.". The current Taoiseach is Leo Varadkar, leader of Fine Gael . Phone: 617-253-2709 MIT News Office and other data for a number of reasons, such as keeping FT Sites reliable and secure, And in some cases, well-meaning graph producers just got it all plain wrong. Researchers test their systems for performance, but few test their systems for harmful bias. If you do nothing, you will be auto-enrolled in our premium digital monthly subscription plan and retain complete access for $69 per month. World deforestation rates are slowing slowly overall, but in some of the world's most pristine forests it is still rapid (Credit: FAO/BBC). For caring about the article information quality. The Covid-19 pandemic has hit the United States hard, sparing no region, race or ethnicity, though some groups have suffered more than others. What do you wonder about derailments? This graph is visually deceptive, inverting and misstating the information that rankings are supposed to convey. "Temperature difference between the equator and poles drives a lot of our large-scale weather systems, including the jet stream," says Stroeve. "Protecting existing forests is even more important than planting new ones. AI4ALL comes to mind. Today's NLP is also powered by deep learning, and Clark of the AI Index says it has inherited strategies from computer vision work, such as training on huge databases and fine-tuning for specific applications. | Earthquakes. 1. The MarketWatch News Department was not involved in the creation of this content. When forests are cut down or burned, the soil is disturbed and carbon dioxide is released. They show the year . Corporations are steadily increasing their adoption of AI tools in such industries as telecom, financial services, and automotive. Football pundits Jamie Carragher (left) and Gary Neville rarely agree on the outcome of a game. IEEE websites place cookies on your device to give you the best user experience. Smriti Mallapaty. organisation AI research is booming: More than 120,000 peer-reviewed AI papers were published in 2019. Thawing permafrost also damages existing infrastructure and destroys the livelihoods of the indigenous communities who rely on the frozen ground to move around and hunt. Low-paid workers have been key to ensure the continuation of essential services during lockdowns, often at a substantial risk of exposing themselves to the virus while working," the OECD said in a report. If you need to show that your country is great at testing people, just ask Argentinian media for advice, they have done a great job with the following graph: Image: Yale University What's wrong with this picture? One main feature of coronavirus lockdowns around the world is the complete or partial closure of borders, which brought much of international travel to a halt. The massive document, produced by the Stanford Institute for Human-Centered Artificial Intelligence, is packed full of data and graphs, and we've plucked out 15 that provide a snapshot of the current state of AI. The March 2023 issue of IEEE Spectrum is here! 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. Language is so good it needs a harder test? That doesn't mean those countries have the most jobs in absolute terms (the United States and China continue to hold the top spots there), but it will be interesting to see what emerges from those countries pushing hard on AI. Check out our lists from 2020, 2019, 2018, 2016, 2015 and 2014. IPCC [2021] The takeaway: The world has warmed 1.1C compared to preindustrial levels, and regional hot spots already feel the heat, but we have not surpassed the Paris Agreement goal of limiting .