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Wealth and people migration in the US in 2020 is shown in this WSJ report. Latest IRS data released for 2020 shows migration of taxpayers and adjusted gross income from states in the midwest, on the eastern and western seaboard to states in the southern US and to mountain states in the west. Some of this is a result of the pandemic lockdowns and the shift to remote work which means that the trend for migration will continue for 2021 and 2022. The shift in income was as follows-Florida  23.7 billion, Texas $6.3 billion, Arizona $4.8 billion, North Carolina $3.8 billion, South Carolina $3.6 billion, Tennessee $2.6 billion, Nevada $2.6 billion, Colorado $2.3 billion, Idaho $2.1 billion, Utah $1.3 billion.  The biggest losses came from New York -$19.5 billion, California -$17.8 billion, Illinois -$8.5 billion, Masachusetts -$2.6 billion, New Jersey -$2.3 billion, Maryland -$1.9 billion, Ohio -$1.4 billion, Minnesota -$1.2 billion, Pennsylvania -$1.2 billion, Virginia -$1.1 billion. WSJ says the tax burdens in the southern and mountain states in the west are low. In four states there is no state tax- Florida, Texas, Tennessee and Nevada. By comparison says WSJ states losing wealth and population have high state taxes for property and income. Schools, quality of life and cost of living are also major considerations, with remote work opening up the opportunities to seek a better life in other states which offer more space for working at home.   ...

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With strong US growth Nvidia data center sales sales are up to $39 billion up 73% in mid 2025. After taking a $4.5 billion charge on chips designed for China after US government stopped sales to China of sensitive technologies Nvidia is doing very well. This is the result of the rapid growth in AI investments in the US being made by Nvidia, Microsoft, Amazon, Apple and other companies. During DJT's visit to Saudi Arabia he signed agreements that allow US exports of AI chips to Saudis in exchange for $1 trillion in investments in the US in AI infrastructure. A Biden Diffusion rule had blocked such sales to allies.

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The share price performance as measured by price/earnings multiple of Total, BP, Eni and other European oil companies lag behind Exxon, Chevron and other American oil companies by as much as 26%, because of the effects of the eurozone crisis. Yet the annual return on average capital is about the same 12% for these companies for 2002-2011 accoding to data from Deutsche Bank, with the exception of BP's oil spill disaster results. And Total has a large exploration portfolio in many countries.

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The Georgetwon University Center on Education and the Workforce 2015 report shows the different college majors, annual wages and lifetime earnings based on Census Bureau data. Engineering comes first, followed by computers. Advanced graduate degrees make a large difference in earnings in health sciences. A lot depends on the standing in the class with top 25% of the class in finance having much higher earnings. A lot also depends on the individual. Employment opportunities may be lacking even if annual wages are high, as in architecture.

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How information generated by Tesco's Clubcards can be used through rigorous information collection, analysis of mounds of data by computers based on a clear structure for the information and what they are looking for. And how the information insights can be used to quickly take action in what to stock and who to target with what is stocked through direct mail and coupons. Tesco uses information about what interests customers, who they are, for example: child care providing fathers who might want the beer as well as the baby stuff, South Asians in immigrant heavy communities in the U.K. tracking what they buy, and don't buy and where. 1. This information driven strategy of Tesco has been copied by other retailers. P&G, Coca Cola, Kimberly Clark and other consumer product companies buy analyses based on Tesco data. 2. This strategy has helped Tesco battle Walmart overseas. Walmart failed in the S. Korean market after 8 years selling its 16 outlets to a local competitor, while Tesco has 39 stores in S. Korea that are doing well. Tesco is also doing well in Central Europe where Walmart intends to open stores. In the UK which accounts for 45% of Walmart's international sales and 10% of its overall sales, Walmart's share of the British market is 16% for groceries compared to 31% for Tesco. Walmart entered the British market in 1999 through the acquisition of the Asda chain of stores. Tesco is growing and doing much better than Walmart in the UK. 3. Tesco's Clubcard based information driven strategy- 3-1. Uses a outside provider that is excellent in its field, can pioneer techniques that will work with Tesco strategy, and has the energy and dedication. Tesco uses Dunnhumby, a husband-wife consultancy that also works with Kroger in the US running its loyalty card program and analyzing customer data. The research firm is now majority owned by Tesco. 3-2 How it works. Each week Dunnhumby receives data on 15 million shopping baskets. Each product is scored on 50 dimensions such as price and the size of the package. The computer looks for customers whose shopping baskets have similiar combinations of scores. Dunnhumby has made 6 segments for Tesco. Finer Foods segment is made up of affluent time strapped customers who go upscale and Traditional segment comprises homemakers who buy ingredients to cook meals from scratch. 3-3 The clubcard works as follows. Introduced in 1995 by Mr Leahy, now CEO, the application asks for information about dietary preferences, size of household, ages of children . The plastic a card in the mail gives customers a point for every pound they spend after they reach $280. Each point is a penny off future purchases and it also can be converted into miles in frequentflier programs In addition large spenders get discount coupons every 3 months on particular products keyed to their buying profile in the database. Quarterly coupon package from Tesco would include 3 coupons for stuff they regularly buy and 3 for stuff Tesco would like them to try. While only 1-2% of coupons ever get redeemed about 15-20% of Tesco coupons get redeemed. The package also includes vouchers through which members can redeem points. $300 of purchases would generate a voucher for $3.00 off any purchase. Karen Masek, an actor and mother of two in London, says Tesco's mailings reflect her preference for fresh produce, environment-friendly cleaning products and organic meat. She says Tesco knows her buying habits and never sends anything that is way off the mark. 3-4 The way Tesco battled successfully with Walmart: Tesco searched its database and identified shoppers who buy the cheapest items available. About 300 items were identified for price conscious customers. Tesco lowered prices on these items such as Tesco Value Brand margarine so that these buyers would not defect to Walmart. 3-5 Examples of how the computer data is used. 1n 2001 Kimberly Clark introduced a premium version of its Andrex toilet paper in the UK infused with aloe vera. Through the Clubcard research data one could track who was buying this toilet paper and how consistently, and later tracked what other products these buyers were buying so that they could be targeted with incentives. It was found that they bought skincare products so Kimberly Clark sent direct mail to 500,000 customers offering free beauty treatments for purchasing the toilet paper twice....

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The Fed's own files, data from 21,000 Fed transactions over 2007-2010, are revealed in a kind of Wikileaks release. The data is available because of a transparency provision in the Dodd-Frank bill introduced by Vermont Senator Bernie Sanders. This editorial in the Wall Street Journal shows that banks on Wall Street received much more help than advertised. Goldman Sachs is shown to have used the Primary Dealer Credit Facility 212 times for an amount of nearly $600 billion. Morgan Stanley is shown to have used the overnight Fed lending program 212 times from March 2008 to March 2009. The Wall Street Journal editorial concludes that this makes it impossible for someone to argue that either bank would have survived the financial storm without the Fed's help. The same is true for General Electric. GE tapped the Fed's Commercial Paper Funding Facility 12 times for more than $15 billion And with the help of the FDIC's debt guarantee program GE sold $60 billion of government guaranteed debt. GE and Citicorp are shown to be the heaviest users of that program from November 2008 to Juy 2009. The overwhelming lesson, says this editorial, is to ensure that there is no repeat of this kind of situation. And the new Congress needs to tighten the too-big-to-fail criteria....

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Northwestern University's Robert Gordon sees growth in the US economy dropping from 1.93 %- that it achieved in the period 1972-2007- to 1.5% from 2007 to 2027. At that rate of growth GDP per capita would increase by 35% in the next twenty years, compared to the 62% increase in the previous period. He says better educated workers would be needed to increase the growth rate. And he discounts the impact of the internet revolution as it has no magic quality, and he describes the present transformation technologically as a mere shift to smaller devices that is not changing productivity. He does not see another technological revolution like the internet boom. The coming retirement of baby boomers increases the number of retired people that wage earners would have to support, and there is no evidence of education levels increasing for the remaining workers. What this means is that it will be more difficult to fix large problems from carbon emission, energy to infrastructure improvement. Gordon arrived at these numbers by combining research on educational attainment, technological change, and workforce demographics for the USA, and running this data through models. Gordon has examined data going back to 1891 for the USA. This shows that the next twenty years will be the slowest growth in the nation's history, since George Washington assumed the Presidency....

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According to a report from the Southern Education Foundation about 51% of the students from pre-Kindergarden to 12th grade in the U.S. were eligible for the federal program of free and reduced price lunches, using an analysis of 2013 federal data. With the highest proportion of students in poverty concentrated in states in the southern and western U.S.. States all across the south, including Texas, show high concentrations approaching 60-70%, and states in the west such as California show about 50-60%. Midwestern states such as Illinois and Michigan show rates over 50%. The implications of this data are that these children from poor and sometimes chaotic backgrounds trail other children in educational development, are less likely to have educationally enriching activity, and more susceptible to dropping out or never attending college. Kent McGuire, president of the Southern Education Foundation says the map showing this is striking. He points to the disinclination to invest in young people today, compared to the focus on leadership in areas of creating opportunity and upward mobility in the decades of the 50's through the 80's. Michael Rebell of Teachers College at Columbia University, says reaching this point where a majority of public school children are from poor backgrounds has happened sooner, and the trend has accelerated over time. ...

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In January 2020 employees met at a local Maryland bar to find out how they might salvage their careers in a 33 year old company that had failed to develop an approved vaccine, says this story in WSJ. Only months later following the coronavirus pandemic everything changed as in a miracle for Novavax. The company had to sell manufacturing assets at one point, and had enough cash for another 6 months just months before. By Feb. 2021 shares which had dropped to $4 were up to $229 and valuation which had declined to $127 million went up to 15 billion. Coronavirus has turned things upside down where newcomers are using previously unproven technologies and making them work in this pandemic. The persistence, perseverance and confidence of Novavax even in the most difficult situations shows how the right attitude can lead to remarkable results. Novavax vaccine can be kept in refrigerators for 3 months, and do not require very low freezing temperatures like Moderna and Pfizer vaccines. This is considered a potent weapon in the fight against coronavirus. Novavax says it can produce a couple of billion doses over the next 12 months beginning in April. Novavax has released data showing its vaccine is effective for protection against coronavirus. Results of late stage US trials are expected in March. ...

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The new head of India's Space Agency ISRO, Kailasavadivoo Sivan, talks to DW.com about the Space Agency's plans for the future. ISRO launched a mission to Mars which went into Mars orbit, at a very low cost.  The Mars Orbiter Mission vehicle is orbiting the planet Mars since 2014. In 2008 ISRO sent an unmanned spacecraft to orbit the moon. The future missions include a second mission to the moon, and a mission to the Sun. The solar mission Aditya-L1 will study the properties of the Sun. Mr. Sivan says his focus includes use of High Throughput Satellites(HTS) for providing high data-rate transmission. This is now available in cities, and the HTS will enable this for remote regions of India. Other focus is in agriculture with information on crops increased from 8 to 15 crops so that farmers have more information on fertility of soil, crop yields. Sivan says progress can be made with more international cooperation and sharing of technology, particularly with India leading the way with low cost high tech applications that benefit education, agriculture, and bringing space applications to people it never reached before. Sivan comes from one of India's villages, which are now experiencing change through India's rapid modernization efforts. ...

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Google has launched a new project using technology to let users tour art galleries around the world. This was launched at Tate Britain in London. This is part of Google's latest interactive online resource called Art Project. This is a collaboration with 17 museums including three in New York - the Frick Collection, the Museum of Modern Art, and the Metropolitan Museum of Art. Visitors can examine in detail certain artworks selected by the museums- Van Gogh's 'The Starry Night,' Pieter Bruegel the Elder's "The Harvesters," and a painting by Bellini.

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A lot of readers responded to this saying that the Nano will actually reduce the consumption of gasoline per passenger mile travelled and reduce CO2 emissions as the two wheelers it replaces are very fuel inefficient and polluting. Also future versions of the Nano can be improved to develop more fuel efficent ones and also with new technologies like hybrid and so on which reduce oil consumption and emissions even further. Meantime readers say it is important for western countries to focus their energies on developing other technologies like electric vehicles and other hybrid technologies that can then be transferred to Asian countries to fuel efficient and less polluting motorization possible there. The shift to smaller vehicles in western countries would also create a healthy balance and a global partnership in the true sense of the word to oil consumption and prices down.

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Private companies such as Reliance Power and Tata Power control only 27% of India's power generating capacity of 205 gigwatts. The government controls most of the capacity in this sector for generation and transmission of power and has failed to invest enough to keep up with growing needs. The government has failed to achieve even modest expansion goals for power generation. A target of 78.7 gigawatts of additions to the national grid were planned for the five year period ending March 31, 2012, but only 70% of that target has been met. China during the same five year period added 418 gigawatts. State utilities sell power at discounted rates resulting in large losses, making it difficult to invest in upgrades in transmission technology and facilities. Rate regulations make it unattractive for private investors. Another problem is the shortage of coal, with coal production concentrated in one state owned firm Coal India that has failed to invest in new technology and improvements. The result is the kind of massive outages from overload of the national power grid in July 2012, affecting most of northern and eastern India....

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Turkey faces a economic crisis driven by high inflation and sharp decline of over 40% in the lira. The ENAgrup research group estimates inflation at 58% in November over the prior year, higher than the 22% official figures. ENAGrup estimates 50% inflation in October and 45% inflation in September. The steep inflation say experts is a result of an unconventional policy of president Erdogan to lower interest rates by 2%. In contrast the Russian central bank increased interest rates by about 3%, Brazil's central bank by about 6%. This report looks at two weak links for the lira and inflation prospects with graphs.  One is that the debt of Turkish banks is heavily in foreign currency debt with $82 billion due in next 12 months. A weak lira makes it harder to pay off these debts. Turkey's central bank net foreign assets taking into account all foreign currency liabilities is a negative $48 billion in Oct 2021, according to graphs shown in WSJ. The second is that Turkey's people are fleeing the lira. Nearly 60% of banking deposits are now in foreign currencies, according to data from Capital Economics. A sudden surge in requests to withdraw dollars by Turkish residents could make banks to draw down their foreign currency reserves. The government hopes that increase in exports could help Turkey in the crisis yet the situation today as shown by WSJ suggests a continuation of the current crisis of spiraling inflation and large drops in the lira's value. ...

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 President Trump says China is backing off in negotiations to address U.S. demands for a fair relationship on trade. He says the U.S. will increase tariffs from 10% imposed in September 2018 to 25% on $200 billion of Chinese goods starting May 10, 2019. China has put tariffs of 10% on $60 billion of American goods exported to China responding to the American tariffs in last September.  The U.S. says since China joined the World Trade Organization in 2001 with the approval of president Clinton it has unfairly benefited in trade with the U.S., leading to closure of factories and loss of jobs in the U.S. with state subsidized Chinese exports to the U.S. contrary to the spirit of the WTO and its rules. China has made promises to correct this and not kept them says the U.S. side in negotiations led by Robert Lighthizer. The tariffs moves are a tactic of president Trump to get China to relent and make fundamental changes in the way it exports to the U.S.  So far the Chinese response has been tit for tat. But this can change. As this report points out what is already known that China benefits far more and exports far more to the U.S. than the U.S. does to China. The $60 billion of American goods exports on which China placed tariffs represent two fifths of China's imports from U.S. With smaller exports from the U.S. to China, China has not much leverage in trade negotiations in this kind of tit for tat retaliation. It hurts China's exporters and economy much more than it does U.S. consumers. The increase in prices for U.S. consumers are also not expected to be significant, according to this report in the NYT, if China increase tariffs further. Aware of this and China's belief that past administrations have not responded is a guide to what the Trump administration can or will do, has convinced president Trump that there is no other way to get a fair trading relationship that respects U.S. interests, its jobs and workers. As Robert Lighthizer who leads the U.S. negotiating team faced this type of response from the Japanese when he negotiated with them (shoving off U.S. demands to reduce Japan's trade surplus in the eighties before accepting them), the U.S. thinks this strategy will work again. In any case it sees no alternatives to achieve its goal of a fair and balanced trading relationship. The U.S. international trade deficit in goods was up to $891 billion in February 2019 even after the tariffs on Chinese goods in September, showing that it will take a lot more to turn this as well as other trading relationships around.   ...

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Research firm Dragonomics says real estate prices fell 4.9% in April from the prior year for nine cities in China. In 2010 prices in these nine cities went up by 21.5%, the increase in 2009 was 10%. Standard Chartered estimates China's second tier cities, such as Dalian and Tianjin, could have 20 months of housing inventory by the end of 2011. Standard Chartered says price declines of 10-20% can be expected. Government data understates the extent of the bubble and the drop in prices say analysts. Beijing real estate consultant, Soufun, confirms the slowdown in price increases, saying its data show average property prices went up by 5.1% in May over the prior year, compared to the jump in prices in 2009 and 2010. Prices of copper and steel are coming down after rapid increases. The price increases in the Chinese real estate market have put housing out of the reach of ordinary couples. In 2006 an average price of a new apartment in Beijing cost $100,000, by 2011 this had gone up to $250,000. It woud take 57 years of saving for an average person to buy the apartment at todays cost. The government's response has been to boost down payments on mortgages for second homes to 60% from 40%, prohibiting state owned enterprises outside the real estate sector from investing in real estate, and raising the reserve requirements of banks....

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Caterpillar Inc. CEO and Chairman, Doug Oberhelman, discussed the acquisition of ERA Mining Machinery Ltd., a maker of roof supports for coal mines, acquired in June 2012 for $700 million. The acquisition was "botched" said Oberhelman, leading to the $580 million writedown for the 4th quarter of 2012 and the 55% drop in profits. Former managers of ERA misled Caterpillar about the condition of the business, and in Obherhelman's words "fabricated documentation to cover their tracks." Caterpillar later found inaccurate inventory data and improper revenue recognition. The move to acquire ERA Machinery was an effort to increase sales of mining equipment in China, the world's largest coal producer. As in the Autonomy acquisition by H-P the diligence in checking accounting and other data failed. Caterpillar lowered its forecast for 2013 based on slower growth in mining and decline in investment by mining companies. Mining companies are seeing management turnover over overextended mining projects that went sour. Revenue for 2013 is forecast at between $60 billion and $68 billion, compared to $65.88 billion in 2012. Analysts see risks in the forecast because mining equipment orders may not accelerate till 2015. Mining equipment forms a bigger part of Caterpillar sales and sales growth than construction machinery- sales of mining equipment increased by 14% to $5.78 billion in the 4th quarter 2012, even as sales of construction machinery declined 25% to $4.03 billion. In the U.S. construction machinery sales declined 17% to $1.45 billion in the 4th quarter 2012....

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Twenty years after Japanese prime minister Koizumi visited Pyongyang in 2004, Japan's PM Kishida plans to talk to North Korean leader Kim. Koizumi had talks with Kim's father in 2004. The effort is to reduce tensions in the region with elections approaching in Japan, India, and the US in 2024, and to bolster the sense that Japan can manage its role in the region. The Europeans are doing the same as the French and the British are taking a bigger role in Europe during Ukraine conflict. After the Gaza conflict, the Houthis in Red Sea maritime channels, there is a sense that reducing tensions proactively is a better approach rather than wait for things to take their own course in directions that are not good for the world, or taking rigid ideological or other motivated positions that serve no constructive purpose and exacerbate tensions. Gandhiji used to say "tit for tat makes the whole world blind." It is not idealistic to say that but very practical and useful because if you do that you end up with situations where you lose leverage and ability to take positive action and come up with better outcomes, than if you let some unforeseen event or some events by other actors without proper motives to intervene to your serious and the world's detriment. ...

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Lessons Murthy learned along the way to making Infosys what it is. First, be the company you aspire to be. For Infosys this meant contributing to clients and to society around it in India. Second, transparency. Third, 5 lessons for winning markets. First lesson is listen to ideas, open to the young minds especially. Second lesson is meritocracy, decide objectively based on data. Third lesson is benchmark best practice and competitors. Fourth lesson is continuous improvement and maintaining pressure to do better always. Fifth lesson, build aspirations, raise aspirations, this changes ordinary people into extraordinary achievers.

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The minimum wage was raised in Arizona, Colorado, Florida, Montana, Ohio, Oregon, Vermont, and Washington. Wage increases are for 28 to 37 cents an hour, and raises the minimum wage in these states to $7.64 to $9.04 an hour, with Washington as the only state with a minimum wage above $9.00. The federal wage level for most workers is $7.25 a hour. Labor Department data show most of the minimum wage workers in these states are women, over 20 and white. The added income is not expected to put these workers above the povety line because of higher inflation.

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Chinese government data show that inflation was 3.1% in May 2010. The spread of wage increases in manufacturing after a series of strikes at Hon Hai and Honda Motor suggest that price pressures will grow even further. Analysts warn that China's central bank will have to raise interest rates to control the boom in the economy and property markets; that merely reining in credit will not work. They also suggest the need for swifter action in revaluing the yuan. As wage increases spread throughout manufacturing, this will eventually be reflected in higher prices of end products.