Data (6do encyclopedia)



Data is a term used to describe any collection of information that can be manipulated or analyzed to gain insights or knowledge. Data is essential to the functioning of many industries, including finance, healthcare, education, and technology. The collection, management, and analysis of data play a critical role in decision-making processes and can help organizations improve their operations, products, and services.

Types of Data:

There are two main types of data: structured and unstructured.

Structured data is organized in a specific way and can be easily searched, queried, and analyzed using database management systems. Examples include relational databases, spreadsheets, and CSV files. Structured data is commonly used in industries such as finance, accounting, and logistics.

Unstructured data refers to information that is not organized in a specific way and cannot be easily searched or queried. Examples include emails, social media posts, videos, and images. Unstructured data is commonly used in industries such as marketing, media, and healthcare.

Uses of Data:

Data has a wide range of uses across many industries. Some of the most common uses include:

  • Business Intelligence: Data can help organizations make informed decisions by providing insights into things like customer behavior, market trends, and financial performance.

  • Marketing: Data can help marketers identify and target their ideal customers using tools like customer segmentation and personalized advertising.

  • Healthcare: Data is essential to healthcare professionals for things like patient diagnosis, treatment planning, and clinical trials.

  • Education: Data can help educators better understand their students’ needs and personalize learning experiences to meet those needs.

Data Collection:

There are many ways to collect data, including surveys, interviews, observations, and experiments.

Surveys are one of the most common ways to collect data. Surveys typically involve a series of questions that are answered by a group of respondents. Surveys can be conducted in person, over the phone, or online.

Interviews are similar to surveys, but they involve a more in-depth conversation between the interviewer and the respondent. Interviews are often used in research studies to gather qualitative data.

Observations involve the systematic collection of data through direct observation of the subject being studied. Observational studies are commonly used in social sciences and psychology.

Experiments involve manipulating variables in a controlled environment to measure an effect. Experimental studies are commonly used in natural sciences, engineering, and medicine.

Data Management:

Data management is the process of collecting, storing, organizing, protecting, and maintaining data. Effective data management is essential to ensure data quality, prevent data loss, and comply with legal and regulatory requirements.

Data storage technologies have evolved significantly over the years. Early data storage technologies included paper documents, magnetic tapes, and floppy disks. Today, data is primarily stored electronically using hard disk drives, solid-state drives, and cloud storage.

Data protection is vital to ensuring the security and integrity of data. There are several methods of data protection, including encryption, user authentication, backup and recovery, and physical security measures.

Data Analysis:

Data analysis is the process of examining data to derive insights, draw conclusions, and make predictions. There are many methods of data analysis, including descriptive statistics, inferential statistics, data mining, and machine learning.

Descriptive statistics involves summarizing and visualizing data using measures like mean, median, mode, and standard deviation.

Inferential statistics involves making predictions and drawing conclusions from a sample of data. Inferential statistics are commonly used in hypothesis testing and regression analysis.

Data mining involves searching for patterns and relationships in large datasets. Data mining is commonly used in marketing, finance, and healthcare.

Machine learning involves using algorithms to analyze data and make predictions without being explicitly programmed. Machine learning is commonly used in image recognition, natural language processing, and predictive modeling.

Conclusion:

In summary, data is an essential element of modern-day businesses, and is used extensively in various fields. It provides insights into customer preferences, user behaviour, market trends, risk assessment, and many other aspects that can help businesses make informed decisions. Data collection, management, and analysis play an important role in businesses that deal with data extensively, thus making it critical to ensure security and integrity of data to prevent any data loss. Effective data management and analysis enable businesses to gain a competitive advantage and stay ahead in the market.


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China’s April data show economic recovery losing steam, testing policymakers

The Globe and Mail

23-05-16 10:59


China's industrial output and retail sales growth in April were lower than analysts expected, increasing the pressure on policymakers to bolster the post-COVID recovery, which has become increasingly unsteady. The data showed a further decline in property investment and highlighted concerns about the outlook for the world's second-largest economy. Meanwhile, both export and domestic engines for growth remain sub-par. The central bank has kept interest rates flat but there is growing speculation that it will embark on further monetary easing in the months ahead.

https://www.theglobeandmail.com/business/international-business/article-chinas-april-data-show-economic-recovery-losing-steam-testing/
Oil steadies as IEA turns more bullish on oil demand

The Globe and Mail

23-05-16 10:42


Weaker-than-expected Chinese economic data pushed down the price of oil futures on Tuesday, despite a new forecast of higher demand. Brent crude futures fell by $0.11 per barrel to $75.12 a barrel while US West Texas Intermediate crude was down $0.12 cents a barrel to $70.99 as China's industrial output and retail sales growth failed to meet expectations. Nonetheless, the International Energy Agency had raised its forecast for global oil demand in 2018 by 200,000 barrels per day to a record 102m bpd in its latest report.

https://www.theglobeandmail.com/business/industry-news/energy-and-resources/article-oil-steadies-as-iea-turns-more-bullish-on-oil-demand/
Futures flat ahead of debt ceiling talks, data

Reuters

23-05-16 09:58


US stock index futures were expected to be flat on Tuesday as the results from critical debt limit talks and retail sales data are due. Traders have been restrained in their approach amid a White House-Republican disagreement on whether the $31.4tn government debt ceiling is to be raised or not following the deadline looming in just two weeks. With the recent data indicating a slowing down of the US economy, the Federal Reserve has been questioned over its restrictive monetary policy as well as an expected slow phase in the central banks hiking cycle. Stock futures for Capital One Financial Corp rose by 6.8% ahead of the market opening.

https://www.reuters.com/markets/us/futures-flat-ahead-debt-ceiling-talks-data-2023-05-16/
WHO warns against bias, misinformation in using AI in healthcare

Reuters

23-05-16 09:46


The World Health Organization (WHO) has warned that the use of artificial intelligence (AI) could result in bias or misinformation being used to make healthcare decisions. In a statement, the WHO welcomed the potential benefits of the technology but said that the data used to train AI could be misleading or inaccurate. The body called for a thorough assessment of the risks associated with AI, warning that it was "imperative" to protect public health. The use of AI in healthcare has dramatically increased in recent years, promising to revolutionize the sector.

https://www.reuters.com/technology/who-warns-against-bias-misinformation-using-ai-healthcare-2023-05-16/
China’s chip output records first monthly growth in 16 months

South China Morning Post

23-05-16 09:30


China's chip production has increased for the first time in 16 months, according to government figures. The rise was driven by a 3.8% YoY increase in April to 28.1 billion integrated circuits, while March declined only 3% YoY from last year, compared with the 17% YoY drop in the first two months. The Chinese government has called for local industry to boost domestic chip production in order to reduce dependence on imports, which have declined as the US tightens restrictions on semiconductor technologies and equipment.

https://www.scmp.com/tech/tech-war/article/3220717/tech-war-chinese-chip-output-38-cent-april-first-monthly-growth-16-months
U.S. manufacturing production surges in April on motor vehicles

The Globe and Mail

23-05-16 14:19


US factory production grew by 1% in April, fuelled by a boost in output at motor-vehicle plants. The rise was higher than economists had forecast. However, higher borrowing costs are seeing manufacturing struggle. Businesses are holding onto excess inventory as pressure is felt from banks tightening lending standards. Consumers, too, are cautious about spending. As a result, the manufacturing sector, which accounts for of 11.3% of the US economy, has been constrained.

https://www.theglobeandmail.com/business/international-business/article-us-manufacturing-production-surges-in-april-on-motor-vehicles/
US manufacturing production surges in April on motor vehicles

Reuters

23-05-16 14:11


The US Federal Reserve reported that manufacturing output surged 1.0% last month, driven by an increase in output at motor vehicle plants. But manufacturing continues to be constrained by higher interest rates; factories have suffered as banks have tighten lending standards, potentially making credit inaccessible for some small- and medium-sized businesses and consumers. Pressure is also coming from businesses holding excess inventory as demand slows, reducing the incentive to place more orders with factories.

https://www.reuters.com/markets/us/us-manufacturing-production-surges-april-motor-vehicles-2023-05-16/
Thirty-somethings feeling cost-of-living crunch more than older Australians

The Sydney Morning Herald

23-05-16 14:01


Australian consumers under the age of 35 are being most impacted by rising living costs and are being forced to cut back on discretionary spending to stay afloat, says a report by the Commonwealth Bank. The research reveals that year-on-year spending for people aged under 35 increased by just 3.4% between the first quarter of 2022 and the first quarter of 2023, below the inflation figure of 7%. Meanwhile, those over the age of 35 have continued to shop despite the impact of inflation, with spending on apparel increasing by 3.5% and retail services jumping by 9.7%. The data also suggests that overall, Australian consumers are prioritising experiences and discretionary spending, meaning spending on so-called essential goods is barely keeping up with inflation.

https://www.smh.com.au/business/companies/thirty-somethings-feeling-cost-of-living-crunch-more-than-older-australians-20230516-p5d8np.html
Israel economy grows 2.5% in Q1, likely clinches another rate hike

Reuters

23-05-16 13:44


Israel's economy grew an annualized 2.5% in Q1 2023 from the previous quarter, less than in Q4 2022 when it grew 5.3%, but more than expected. Due to strong industrial investment and high inflation, however, the GDP growth is expected to put pressure on policymakers and push them to rein in rising prices, says Jonathan Katz, chief economist at Leader Capital Markets. The Bank of Israel is set to decide on interest rates on 22 May. Data on Monday showed inflation at 5% in April, compared with an anticipated 4.7%.

https://www.reuters.com/world/middle-east/israel-economy-grows-25-q1-likely-clinches-another-rate-hike-2023-05-16/
Cooling inflation ‘might have been a false dawn’: How economists and markets are reacting to a surprisingly hot CPI reading

The Globe and Mail

23-05-16 13:06


Canada's annual inflation rate rose to 4.4% in April, the first acceleration in the consumer price index in 11 months, as higher shelter costs contributed to the surprise rate. Although analysts expected the rate of inflation to slow down, forecast to edge down to 4.1% from 4.3% in March, it was the first time since June 2022 that annual inflation came in at a higher rate than economists had predicted, as prices for almost all major components surged past the pace consistent with 2% inflation. Interest rate probabilities based on trading in swaps markets have now ruled out Bank of Canada rate cuts for 2022.

https://www.theglobeandmail.com/investing/markets/inside-the-market/article-money-markets-shift-bets-after-hot-inflation-reading-no-longer-pricing/
Capita hit by new data breach incident

Financial Times

23-05-16 18:19


Outsourcing firm Capita has been lambasted by Colchester Council for the "unsafe storage of personal data". The council took "swift and decisive action" following the discovery of a data breach, which the council believes may have affected other local authorities. Sheffield schools fell victim to a hack on Capita in March. Meanwhile, its investigation into that incident is taking "longer than previously estimated," according to the firm. Capita has also been affected by warnings from the UK Defense Ministry in the wake of its cybersecurity fiasco. However, a government spokesperson said that there had been minimal impact on government services. Capita also provides a range of services to departments within central government including recruitment for the army as well as training for the Royal Navy and defence fire and rescue services.

https://www.ft.com/content/39b71f11-6628-476f-9876-59697be25fb9
Another person with COVID-19 dies on P.E.I.

CBC

23-05-16 18:06


Another person with COVID-19 has died on Prince Edward Island, bringing the total number of pandemic-related deaths on the island to 104 since March 2020. The number of COVID-19 patients in hospital in the province fell to two during April 30 to May 13. Data on COVID-19 testing and cases will now be posted on a biweekly, rather than weekly basis. The province's health department reports deaths when they are reported by care facility staff and the province's vital statistics agency.

https://www.cbc.ca/news/canada/prince-edward-island/pei-covid-deaths-may-16-1.6845146
Italy posts bumper 7.5 bln euros trade surplus in March - Eurostat

Reuters

23-05-16 17:37


Italy recorded a trade surplus of €7.542bn ($8.30bn) with the rest of the world in March – the largest such surplus since July 2021 – according to European statistics office Eurostat. That's compared to a deficit of €757m in the same month last year, with exports climbing 4.7% YoY and imports falling 9.8%.

https://www.reuters.com/markets/europe/italy-posts-bumper-75-bln-euros-trade-surplus-march-eurostat-2023-05-16/
U.S. charges Russian man in Babuk ransomware attack on D.C. police

Washington Post

23-05-16 16:31


Mikhail Matveev, a Russian man, has been accused by US authorities of being a “key actor” in ransomware campaigns against US law enforcement, critical infrastructure and businesses. The Babuk ransomware campaign has netted criminals millions of dollars in ransom payments. The US authorities have placed economic sanctions on Matveev, and he has a $10m bounty on his head for information leading to his arrest.

The Treasury’s Financial Crimes Enforcement Network analysed 2021 ransomware incidents between July and December 2021, reporting 75% were linked to Russia or people acting on its behalf, with Matveev “a central figure in launching cyberattacks against US law enforcement, businesses and critical infrastructure in 2021”. Babuk has preyed on hospitals, school districts and financial firms. Neither the US nor the UK provisions on cryptocurrency exchanges have begun to contain malicious use of Bitcoin, known to be the preferred method for payment by criminal enterprises.

After negotiations with District officials broke down about the Babuk ransomware attack against D.C. police, hackers sensationally posted stolen documents, including raw intelligence on threats after the Jan. 6, 2021, attack on the U.S. Capitol, more than three dozen daily intelligence briefings for the chief of police, confidential files that could reveal names of suspected gang members and witnesses and internal files dealing with job candidates. District officials and police authorities refused to pay the ransom of $4m.


https://www.washingtonpost.com/dc-md-va/2023/05/16/babuk-ransomeware-attack-dc-police-indictment/

Asia is spending to boost birth rates - will it work?

BBC

23-05-16 21:08


Many Asian governments are spending billions of dollars attempting to reverse their falling birth rates, however, there is little evidence that these policies are having any effect. Governments in Japan, South Korea, Singapore and China have implemented measures such as subsidised education, parental leave and payments for new parents in an attempt to persuade couples to have more children. However, Japan has the lowest birth rate in the world despite introducing policies in the 1990s, while South Korea broke its record last year with its 0.78 fertility rate. The desire for a larger population comes from the economic benefits of having more people in the workforce and fewer older dependents. Professor Antonio Fatás, a professor of economics at INSEAD, notes that regardless of success in growing populations, governments must still invest in these policies.

https://www.bbc.com/news/business-65478376
AI will change investment management - and often, for the better

The Globe and Mail

23-05-16 21:00


Artificial intelligence (AI) is going to change investment management, writes Andrew Allentuck in The Globe and Mail. The increased adoption of AI will lead to more time for solving problems, thinking of new methodologies and fewer man-hours spent on data by asset managers and quants. By contrast, it will be bad news for stockbrokers and their business in "high-priced 'investments de jour'," which are more likely to be replaced by robo-advisers.

https://www.theglobeandmail.com/investing/investment-ideas/article-investors-shouldnt-fear-ai-its-a-logical-continuation-of-human/
Two online brokerages to remove China apps as Beijing data crackdown widens

Nikkei Asia

23-05-16 20:36


Chinese online brokerages Futu Holdings and UP Fintech are to remove their apps from the mainland China market over data security and capital outflow concerns from Beijing. The delisting, set for this week, led to losses in the companies' New York-listed shares. In 2021, regulators had already warned unlicensed online brokerages against serving Chinese clients via the internet. While neither start-up plans to affect existing clients in mainland China, the delisting will eliminate easy access to trading securities, particularly in global markets such as the US and Hong Kong, for China's retail investors.

https://asia.nikkei.com/Business/Finance/Two-online-brokerages-to-remove-China-apps-as-Beijing-data-crackdown-widens
Indian rupee to resume decline as yuan slides to 7/dollar

Reuters

23-05-17 02:55


On Tuesday, the Chinese yuan dropped to its lowest level to the US dollar this year, resulting in India's rupee falling. Non-deliverable forwards indicate that the rupee will open at around 82.28-82.30 to the US dollar compared with 82.2050 in the previous session. Resilient US economic data such as strong retail sales and control retail sales caused demand for the safe haven dollar to rise. The US Federal Reserve's continued push back against rate cuts that investors have priced in for later this year has also caused pressure on emerging currencies.

https://www.reuters.com/markets/currencies/indian-rupee-resume-decline-yuan-slides-7dollar-2023-05-17/
Asian shares tentative, US debt ceiling talks weigh on risk appetite

Reuters

23-05-17 02:29


Asian markets were muted in early trade on 19 May, with the US debt ceiling talks and mixed economic data weighing on sentiment. MSCI’s broadest index of Asia-Pacific shares outside Japan was 0.20% lower, while Australia's S&P/ASX 200 index was down 0.56%. However, Japan’s Nikkei spiked 0.68% higher, scaling above 30,000 for the first time since September 2021. Meanwhile, without an agreement on the looming U.S. debt default, in about two weeks, the government might not be able to pay its bills, with economists fearing the country will likely slide into a recession.

https://www.reuters.com/markets/global-markets-wrapup-1-2023-05-17/