Thursday, August 22, 2019

Acquired capability and skills Essay Example for Free

Acquired capability and skills Essay Looking at my overall capability and skills acquired in my current academic class, I argue that I had improved a lot since I started taking this course. The activities the professor provided gave me the opportunity to recognize my strengths and weaknesses in composition and other elements significant in completing and creating a good paper. Given this idea, I seek to elaborate on areas that I had sought to improve on and other specific elements that need further attention. At the same time, to support these claims, I shall provide several examples from my previous works to highlight changes that occurred. One relevant element in academic writing is the creation of thesis statement. This sentence/s provides readers direction of the topic and helps them better understand the relevance of the subject (UNC, p. 1). Seeing this, our professor taught us that creating thesis statement must then encompass all of the paper and effectively summarize and point out the arguments presented in a particular paper. Due to this, my first intention was creating such statement and find ways to persuade, entice or provide information to readers. Looking at my compositions, it can be seen that I had significantly changed the way I approached creating thesis statements. In my earlier compositions, these statements are either too vague for readers to comprehend or just implied in the paper. Due to this, I had to make the necessary adjustments to improve the way I compose such. However, this problem has been addressed accordingly in my last paper. In here, I placed the statement at the end of the paper which says that â€Å"The growing problem of poverty simply created the other problems concerning other facets of life; environmental issues, urban housing, health issues, corruption, and the like† (The Slum Residents Feed Off From Danger, p. 4). Seeing this, I feel that I need to improve in the way I create thesis statements. This is to further create impact in my papers and foster deeper understanding on my readers. Whether it is an informational or persuasive, I must find ways to align my paper accordingly to my given thesis statement. Another area that I had seen myself improve is the creation of supporting details to assist my given thesis statement. I had learned in class that for a paper to be academic, it must be able to provide details that will either supplement or sustain the arguments provided in the main idea. That is why, during the course of activities, I had tried to find ways to align my paper to the given topic I chose. For example, the flyer I created concerning malnutrition sought to bridge together the idea of how this issue has affected many and what ways can one try to address the issue. Assessing my current capabilities as far as this facet is concerned, I feel that I still need to improve in the way I link my supporting details to my main idea. This is because there are still several non-related topics that get inserted within my paper. At the same time, I must make sure that these details correlate and synchronize effectively within my work. By actively doing this, I can give readers an easier time in understanding and comprehending my overall intention for writing the paper. Introduction is also a vital element in the creation of an academic paper. This is because it gives readers the ability to become aware of either a backgrounder or the topic discussed in the paper. Having an effective introduction can entice readers to read the article and help them become acquainted with the issue given (UNC, p. 1). Looking at my personal experience in generating introductions, I feel that I had made considerable progress. Though at first this may seem to be the most difficult part of the paper to write, I sought out different strategies that can help me maximize my ability to create a good academic paper. Looking at my compositions, there is one paper that I feel provided a good opening for my paper. Since the topic I am talking about revolves around contact zones, I began my paper by describing the idea for readers to actively decipher what to expect in the paper. It mentions: It is important to understand that the social construction of racial, ethnic, and hierarchical differences, whether physical or cultural, exist as a human experience in the form of contact zones. (American Society and Contact Zones, p. 1). Thus, assessing my capabilities in this facet, I feel that I had made improvements in the way I construct introductory sentences that bridge the main idea or topic to the readers. However, I still feel that there are still setbacks that I need to address to be able to maximize my ability in creating effective statements. I need to make sure each time that this assertion coincides with what I want the readers to make sense of. As far as creating conclusions are concerned, throughout the duration of the course, I had tried to improve on the way I compose these statements. It has been taught that is necessary that I make a striking ending assertion so that it can stick to the mind of readers. Allowing these things to happen can help increase the strength of the paper and further justify the arguments I presented. Analyzing my success in doing this, I feel that I still need to improve in the way I do this because my ideas only try to point out again what I wrote in the previous sections (e. g. Global Community and American Society). Rather than just restating what I mentioned before, I must also highlight the overall stand of the paper and signify the justifications for advocating such belief. Lastly, I had also learned that my conclusion must not end in conveying another topic because it can make the readers confused and think that this is just another part of the paper. Structure, organization and coherence are the next elements I wish to evaluate myself on. These three factors also contribute to the ability of an academic paper to convey information and insights to readers. By taking into consideration the relevance of these ideas, I can increase the ability of people to actively learn from the process and prevent concepts and arguments to be scattered (Darmouth, p. 1). Assessing my growth in the element of structure, I feel that I have shown great strength in making sure that my composition fit a particular structure in the paper. In here, I approached each research in a different manner depending on the scope and tone that I wish to convey. For example, in my argumentative essay entitled Global Community, I structured the paper by first pointing out my main argument and then providing justifications and details to support the paper. On the other hand, in my flyer paper, I brought out the thesis statement and provided relevant information associated with the said topic which is malnutrition. Thus, I feel that I had shown advancement as far as this idea is concerned. For coherence, I still feel that I need to focus on increasing and establishing links in every paragraphs of my paper. This is because the ideas I present in every section seem to not directly relate with one another. Such can give my readers a hard time in establishing a link with the main idea presented and the way I seek out to justify each one. Seeing this, I need to come up with good transition statements that can help readers relate the concepts from the previous paragraphs to the next. These statements can either be in sentence pattern or words such as (1) Moreover, (2) Likewise, (3) In addition, etc. This can help supplement the way I address the paper and signify a new set of ideas to be introduced to the reader. Another strategy I wish to explore and improve on is making effective outlines for a specific research/academic paper. I had learned in class that by making outlines, I can effectively and efficiently prevent mistakes in organization and coherence because this can serve as the backbone for the paper. Allowing myself to device an outline for a specific topic, I can insert and attach important items and concepts on categories it best fits. The last part I wish to ponder on revolves around sentence construction, grammar usage and punctuations. Since I am dwelling with academic paper and not a personal blog it is essential that I see to it that my papers are proofread and follow the rules of the English language. This can then help me hone my grasp of the language and apply the standards I had learned. Reviewing my punctuation marks, I feel that I still need to master and learn several elements. This is because, I can see that I still common mistakes in placing periods, semicolons, colons and commas in a sentences. In here, I must review and understand where each one should be placed and under what conditions can they be only applied. Due to this, I feel that I had only satisfactorily achieved this element and needs to be further improved. As far as grammar usage is concerned, I also consider myself satisfactory because I still have to improve on the words I use in a specific sentence or paragraph. Since these words convey meaning in a particular argument or statement, it is essential that I choose the idea that best fits the description. Though I also learned that using simple words is good, however I must also make sure that these things never get repeated over and over in a particular paragraph. In the end, I feel that the subject has given me new avenues to improve and develop. Comparing my previous compositions, I had seen myself acquire new ideas and skills that can help boost my ability to write academic paper. However, I must also recognize that there are still elements that I need to work on. By constantly working and honing these things, I can maximize my ability and skills to serve my purpose not only in this subject but also for my own personal growth. Works Cited Darmouth. edu Writing: Considering Structure and Organization. 2005 accessed 1 June 2009 from http://www. dartmouth. edu/~writing/materials/student/ac_paper/write. shtml UNC. edu Introductions. 2007 accessed 1 June 2009 from http://www. unc. edu/depts/wcweb/handouts/introductions. html UNC. edu Thesis Statements. 2007 accessed 1 June 2009 from http://www. unc. edu/depts/wcweb/handouts/thesis. html

Wednesday, August 21, 2019

Problems with Act Utilitarianism

Problems with Act Utilitarianism According to act utilitarianism, the measure of the value of an act is the amount by which it increases happiness to a person. If the act produces much happiness as compared to any other act then the act is morally right. To understand the term act utilitarianism, compare the consequences of doing a charity work and the consequences of watching TV at home. A person can generate more happiness by doing charity work as compared to watching TV. In this situation according to act utilitarianism, the right thing for a person is to do charity work as compared to watching TV because charity work will generate more happiness. Problem with Act utilitarianism Though there is some criticism on this theory because for some people the act of torturing and enslavement is a source of happiness and this theory allows these act morally. This act according to some critics justifies crime. Another issue about this act is that how will the happiness be calculated. This is always difficult to find out that which act will generate more happiness. Rule utilitarianism Rule utilitarianismÂÂ  is a form ofÂÂ  utilitarianismÂÂ  that says an action is correct only if it conforms to a rule that leads to the greatest good and generates happiness. For rule utilitarians, the amount of good brought about when followed determines its rightness. ÂÂ  Rule utilitarians argue that following some rules leads to the greatest good will, and this will have have better consequences overall. Problem with rule utilitarianism In some cases ÂÂ  breaking the rule produces more utility so people tend to break rules. In this case sub-rules should be added that can handle such cases. Difference between Act utilitarianism and Rule utilitarianism These two forms of utilitarianism differ from each other. Act utilitarianism is based on consequences while rule utilitarianism is based on rules. Act utilitarianism sees the consequence of an action in itself whereas rule utilitarianism sees the consequences as if it will be repeated all over again. Act utilitarianism before choosing an act first looks into the consequences then the one with the better consequence is selected while rule utilitarianism looks first into the consequences of choosing what rule to follow. The more correct choice is the rule that generates the greatest utility or happiness. According to the theories, act utilitarianism is the belief that it is correct to break a rule as long as it brings a greater good and happiness, while Rule utilitarianism is a belief that even if a rule does not bring a greater good, breaking it will not bring a good either. In Act Utilitarianism the value of an action is not judged in terms of laws. Instead it states that when the actions benefit the most people they are moral. For example, a person might say it is moral to murder someone if they are a danger to society. even though the law is present against murder. Rule utilitarianism states that an action is correct only in reference to a rule. It measures the amount of good an individual action does by acting according to a law. For example, taking the same example of murder, a person might say ÂÂ  Murder is wrong according to the law and if everyone follows the law, no one will have to be afraid of being murdered and we can be in public and private spaces without any fear. Conclusion Act utilitarianism states that an act is correct if the act produces much happiness as compared to any other act. Act utilitarianism sees the consequence of an action in itself . There is some criticism on this theory because for some people the act of torturing and enslavement is a source of happiness and this theory allows these act morally. Rule utilitarianismÂÂ  is a form ofÂÂ  utilitarianismÂÂ  that says an action is correct only if it conforms to a rule that leads to the greatest good and generates happiness. There is some criticism on this theory because in some cases ÂÂ  breaking the rule produces more utility so people tend to break rules. The difference between these two acts is that act utilitarianism sees the consequence of an action in itself whereas rule utilitarianism sees the consequences as if it will be repeated all over again. Act utilitarianism is the belief that it is correct to break a rule as long as it brings a greater good and happiness, while Rule utilitarianism is a belief that even if a rule does not bring a greater good, breaking it will not bring a good either.

Tuesday, August 20, 2019

Hemingways Themes Essay -- Essays Papers

Hemingways Themes â€Å"Hemingway’s greatness is in his short stories, which rival any other master of the form†(Bloom 1). The Old Man and the Sea is the most popular of his later works (1). The themes represented in this book are religion (Gurko 13-14), heroism (Brenner 31-32), and character symbolism (28). These themes combine to create a book that won Hemingway a Pulitzer Prize in 1953 and contributed to his Nobel Prize for literature in 1954 (3). â€Å"Santiago’s ordeal, first in his struggle with the big fish, and then in fighting against the sharks, is associated by Hemingway with Christ’s agony and triumph,† (Bloom 2). When Santiago sees the second and third sharks coming, he shouts â€Å"Ay,† and Hemingway notes: â€Å"There is no translation for this word and perhaps it is just such a noise as a man might make, involuntarily, feeling the nail go through his hand and into the wood† (Waldmeir 28). â€Å"Santiago is often regarded [as] a Christ figure, and his love for all living creatures and forbearance in physical pain are attributes that support this [idea]. However, Santiago shares few traits with Christ (Brenner 38). In his book The Old Man and the Sea: Story of a Common Man, Gerry Brenner states: Christ is a fisher of men, but Santiago is merely a fisherman; Christ is a figure with a divine mission, Santiago one with a secular mission (to bring back an oversized fish); Christ is a martyr who willingly but reluctantly dies for his convictions, Santiago is a persevering champion who is willing to die only to win a battle with a fish; Christ is a teacher of spiritual and ethical wisdom, Santiago is a professional with skill and slogans to impart (38). The Hemingway hero is often religious, but their religion is rarely central to their lives (Gurko 13). Santiago is Cuban, at once devout and credulous (13). However, neither his religion nor his superstitious beliefs play a role in his ordeal with the great marlin (13). God is sometimes prayed to by the Hemingway hero in a time of crisis, but He is never depended upon (Waldmeir 29). When Santiago says his prayers, he also says, â€Å"I am not religious,† even as he says his prayer (29). After forty-five hours of struggle have passed, Santiago says, â€Å"I’ll say a hundred Our Fathers and a hundred Hail Mary’s. But I cannot say them now.† (Waldmeir 29-30) For those ... ..., Mrs. â€Å"Ernest Hemingway’s The Old Man and the Sea† Lecture: 2000. Timms, David. â€Å"Contrasts in Form: Hemingway’s The Old Man and the Sea and Faulkner’s ‘The Bear’† Modern Critical Interpretations: Ernest Hemingway’s The Old Man and the Sea. Ed. Harold Bloom. Philadelphia: Chelsea House Publishers, 1999: 45-52. Wagner, Linda W. â€Å"The Poem of Santiago and Manolin† Modern Critical Interpretations: Ernest Hemingway’s The Old Man and the Sea. Ed. Harold Spreng 8 Bloom. Philadelphia: Chelsea House Publishers, 1999: 45-52. Waldmeir, Joseph. â€Å"Confiteor Hominem: Ernest Hemingway’s Religion of Man† Modern Critical Interpretations: Ernest Hemingway’s The Old Man and the Sea. Ed. Harold Bloom. Philadelphia: Chelsea House Publishers, 1999: 45-52. Wilson Jr., G.R. â€Å"Incarnation and Redemption in The Old Man and the Sea† Modern Critical Interpretations: Ernest Hemingway’s The Old Man and the Sea. Ed. Harold Bloom. Philadelphia: Chelsea House Publishers, 1999: 45-52. Young, Philip. â€Å"The Old Man and the Sea: Vision/Revision† Modern CriticalInterpretations: Ernest Hemingway’s The Old Man and the Sea. Ed. HaroldBloom. Philadelphia: Chelsea House Publishers, 1999: 45-52.

Monday, August 19, 2019

Formal Speech Analysis :: essays research papers

Formal Speech Analysis In the past, I have participated in a lot of classes and training dealing with many different topics, but unfortunately, public speaking and/or communications was not one of them. In fact, the last class that I took even relatively close to this one was while I was in the military. In some sense, I guess that this class could be thought of as a good experience, because now I can learn at a college level and be more at ease with getting up in front of a group of people and giving a presentation.   Ã‚  Ã‚  Ã‚  Ã‚  My goals for this class are fairly numerous, but all are based on all around knowledge and improvement of public speaking in a general sense. I want to be able to get up in front of a group of people and deliver a message in a way that makes people want to listen. I am planning a career in the field of psychology, and as much as I may not like it, I think public speaking will definitely show its face many times. My specific goals for the course include improving on my stance, speaking more clearly, and improving on my fear of speaking in front of a large group. After reviewing my videotaped speech and also in previous presentations, I have noticed that, among other things, I am constantly fidgeting and doing something with my hands like playing with my note cards or something. Also, I am clearly not comfortable with standing up there. Although it is not overly visible on the tape, I can tell that I look very nervous, and I tend to stutter a little and lose my place and focus in the middle of the speeches frequently. I really do not understand why speaking in front of the class bothers me so much. If I were to give the speech from my desk, even though everyone would still be looking at me, I think that I could do a much better job and would be more relaxed as well.

Sunday, August 18, 2019

Grapes of Wrath Essay: Steinbecks Use of Universal Archetypes

Use of Universal Archetypes in The Grapes of Wrath John Steinbeck sets his novel The Grapes of Wrath during the Depression of the 1930's. Universal archetypes play a significant role in Steinbeck’s story. Steinbeck creates a cast of characters whose archetypes can be easily related to. The Earthmother, haven versus hell, and the evil figure with the ultimately good heart are archetypes described in The Grapes of Wrath to show the bad and good times during a time of hardships. During a period of arduous and zestful moments, the archetypal Earthmother can be identified in the Joad household. Ma Joad is the citadel in the family. She thinks and cares not for herself but for the family and people. Ma has helped keep the family stable, " She seemed to know that if she swayed the family shook" (96). Even in times when food was scarce, Ma spared what she could to help those without. Ma said, "´ Look, you little fellas go an' get you each a flat stick an' I'll put what's lef' for you '" (331). The Earthmother is characterized by the willingness and thoughtfulness in helping and nurturing the family and fellow neighbors. Ma's daughter, Rose of Sharon, gradually changes to an Earthmother. Rose of Sharon finds herself being concerned with the welfare of her baby. She is in constant worry about whether she is giving enough nutrients from milk and food to bring a healthy baby in the world. Rose of Sharon's final act of nurturing shows how she accepts her rol e as Earthmother. " She looked up and across the barn and her lips came together and smiled mysteriously" (589). With this smile, the mystery of motherhood is understood by Rose of Sharon. Though she was unable to g... ...a sanctuary and a place of peace and beauty while the hells are gruesome and of cruelty. In the Grapes of Wrath, Steinbeck incorporates the Earthmother, the evil figure with the ultimately good heart, and the haven versus hell as archetypes to describes the characters and the situations in the novel that the migrants experiences on their excursion through the enjoyable and mendacious times. Ma and Rose of Sharon for there nurturing and caring of others characterized the Earthmother. Not only the Joads, but also other migrants encountered the evil figure with the ultimately good heart. The Haven and the hell are both symbolic of the dwellings the migrants and the Joads went through. These are archetypes that are described in John Steinbeck's The Grapes of Wrath in order to create a story of real life experiences during the depression of the 1930's.

Saturday, August 17, 2019

Importance of Marketing of a Bank

Executive Summary Bank as the financial services business is prospect full historical sequence. Banks are straight agents to make opportunities for expansion in a country and also make available huge scale of employment opportunities. Banks must compensation publics’ currency when they require, also it makes or not. So, the compensation package of a bank should be analyzed carefully. Shahjalal Islami Bank Limited has its victorious the past, wonderful present, potential prospect and under giving out projects and behavior.Established as the first private sector bank completely owned by Bangladeshi entrepreneurs, Shahjalal Islami Bank Limited has been prosperous as the biggest private sector Bank with the way of time after opposite many pressure and damage. The members of the board of directors are innovative entrepreneur and foremost industrialist of the country. To stay overcome with time and in agreement with national and international financial behavior and for representatio n all current services.Shahjalal Islami Bank Limited as a financial organization, computerized all its branches with computer networks in agreement with the aggressive commercial insist of time. Moreover, bearing in mind its forth-coming future, the communications of the Bank has been rearranged. The belief of all category businessmen, entrepreneurs and general community is a great deal additional to Shahjalal Islami Bank Limited.Keeping the target in mind, Shahjalal Islami Bank Limited has taken arrangements to open 15 new branches and 5 SME centers by the year 2010. In this report, I have tried my best to identify â€Å"Determine the Level of Satisfaction of Customers at Shahjalal Islami Bank Limited, Mohakhali Branch†. And lastly, find out the proper solution and for the customer’s dissatisfaction regarding the service has been provided.

Friday, August 16, 2019

Walmart Security Issues

Review our  cookies information  for more details Special report:  Managing information A different game Information is transforming traditional businesses Feb 25th 2010 | from the print edition * * IN 1879 James Ritty, a saloon-keeper in Dayton, Ohio, received a patent for a wooden contraption that he dubbed the â€Å"incorruptible cashier†. With a set of buttons and a loud bell, the device, sold by National Cash Register (NCR), was little more than a simple adding machine. Yet as an early form of managing information flows in American business the cash register had a huge impact.It not only reduced pilferage by alerting the shopkeeper when the till was opened; by recording every transaction, it also provided an instant overview of what was happening in the business. Sales data remain one of a company's most important assets. In 2004 Wal-Mart peered into its mammoth databases and noticed that before a hurricane struck, there was a run on flashlights and batteries, as mi ght be expected; but also on Pop-Tarts, a sugary American breakfast snack. On reflection it is clear that the snack would be a handy thing to eat in a blackout, but the retailer would not have thought to stock up on it before a storm.The company whose system crunched Wal-Mart's numbers was none other than NCR and its data-warehousing unit, Teradata, now an independent firm. A few years ago such technologies, called â€Å"business intelligence†, were available only to the world's biggest companies. But as the price of computing and storage has fallen and the software systems have got better and cheaper, the technology has moved into the mainstream. Companies are collecting more data than ever before. In the past they were kept in different systems that were unable to talk to each other, such as finance, human resources or customer management.Now the systems are being linked, and companies are using data-mining techniques to get a complete picture of their operations—â⠂¬Å"a single version of the truth†, as the industry likes to call it. That allows firms to operate more efficiently, pick out trends and improve their forecasting. In this special report * Data, data everywhere * All too much *  »A different game * Clicking for gold * The open society * Show me * Needle in a haystack * New rules for big data * Handling the cornucopia Sources & acknowledgementsReprints Related topics * China * Nestle * IBM * Royal Shakespeare Company * WalmartConsider Cablecom, a Swiss telecoms operator. It has reduced customer defections from one-fifth of subscribers a year to under 5% by crunching its numbers. Its software spotted that although customer defections peaked in the 13th month, the decision to leave was made much earlier, around the ninth month (as indicated by things like the number of calls to customer support services). So Cablecom offered certain customers special deals seven months into their subscription and reaped the rewards. Agony and t orture Such data-mining has a dubious reputation. â€Å"Torture the data long enough and they will confess to anything,† statisticians quip.But it has become far more effective as more companies have started to use the technology. Best Buy, a retailer, found that 7% of its customers accounted for 43% of its sales, so it reorganised its stores to concentrate on those customers' needs. Airline yield management improved because analytical techniques uncovered the best predictor that a passenger would actually catch a flight he had booked: that he had ordered a vegetarian meal. The IT industry is piling into business intelligence, seeing it as a natural successor of services such as accountancy and computing in the first and second half of the 20th century respectively.Accenture, PricewaterhouseCoopers, IBM and SAP are investing heavily in their consulting practices. Technology vendors such as Oracle, Informatica, TIBCO, SAS and EMC have benefited. IBM believes business intellige nce will be a pillar of its growth as sensors are used to manage things from a city's traffic flow to a patient's blood flow. It has invested $12 billion in the past four years and is opening six analytics centres with 4,000 employees worldwide. Analytics—performing statistical operations for forecasting or uncovering correlations such as between Pop-Tarts and hurricanes—can have a big pay-off.In Britain the Royal Shakespeare Company (RSC) sifted through seven years of sales data for a marketing campaign that increased regular visitors by 70%. By examining more than 2m transaction records, the RSC discovered a lot more about its best customers: not just income, but things like occupation and family status, which allowed it to target its marketing more precisely. That was of crucial importance, says the RSC's Mary Butlin, because it substantially boosted membership as well as fund-raising revenue. Yet making the most of data is not easy. The first step is to improve the accuracy of the information.Nestle, for example, sells more than 100,000 products in 200 countries, using 550,000 suppliers, but it was not using its huge buying power effectively because its databases were a mess. On examination, it found that of its 9m records of vendors, customers and materials around half were obsolete or duplicated, and of the remainder about one-third were inaccurate or incomplete. The name of a vendor might be abbreviated in one record but spelled out in another, leading to double-counting. Plainer vanilla Over the past ten years Nestle has been overhauling its IT system, using SAP software, and improving the quality of its data.This enabled the firm to become more efficient, says Chris Johnson, who led the initiative. For just one ingredient, vanilla, its American operation was able to reduce the number of specifications and use fewer suppliers, saving $30m a year. Overall, such operational improvements save more than $1 billion annually. Nestle is not alon e in having problems with its database. Most CIOs admit that their data are of poor quality. In a study by IBM half the managers quizzed did not trust the information on which they had to base decisions. Many say that the technology meant to make sense of it often just produces more data.Instead of finding a needle in the haystack, they are making more hay. Still, as analytical techniques become more widespread, business decisions will increasingly be made, or at least corroborated, on the basis of computer algorithms rather than individual hunches. This creates a need for managers who are comfortable with data, but statistics courses in business schools are not popular. Many new business insights come from â€Å"dead data†: stored information about past transactions that are examined to reveal hidden correlations. But now companies are increasingly moving to analysing real-time information flows.Wal-Mart is a good example. The retailer operates 8,400 stores worldwide, has mo re than 2m employees and handles over 200m customer transactions each week. Its revenue last year, around $400 billion, is more than the GDP of many entire countries. The sheer scale of the data is a challenge, admits Rollin Ford, the CIO at Wal-Mart's headquarters in Bentonville, Arkansas. â€Å"We keep a healthy paranoia. † Not a sparrow falls Wal-Mart's inventory-management system, called Retail Link, enables suppliers to see the exact number of their products on every shelf of every store at that precise moment.The system shows the rate of sales by the hour, by the day, over the past year and more. Begun in the 1990s, Retail Link gives suppliers a complete overview of when and how their products are selling, and with what other products in the shopping cart. This lets suppliers manage their stocks better. The technology enabled Wal-Mart to change the business model of retailing. In some cases it leaves stock management in the hands of its suppliers and does not take owner ship of the products until the moment they are sold. This allows it to shed inventory risk and reduce its costs.In essence, the shelves in its shops are a highly efficiently managed depot. Another company that capitalises on real-time information flows is Li & Fung, one of the world's biggest supply-chain operators. Founded in Guangzhou in southern China a century ago, it does not own any factories or equipment but orchestrates a network of 12,000 suppliers in 40 countries, sourcing goods for brands ranging from Kate Spade to Walt Disney. Its turnover in 2008 was $14 billion. Li ; Fung used to deal with its clients mostly by phone and fax, with e-mail counting as high technology.But thanks to a new web-services platform, its processes have speeded up. Orders flow through a web portal and bids can be solicited from pre-qualified suppliers. Agents now audit factories in real time with hand-held computers. Clients are able to monitor the details of every stage of an order, from the ini tial production run to shipping. One of the most important technologies has turned out to be videoconferencing. It allows buyers and manufacturers to examine the colour of a material or the stitching on a garment. â€Å"Before, we weren't able to send a 500MB image—we'd post a DVD.Now we can stream it to show vendors in our offices. With real-time images we can make changes quicker,† says Manuel Fernandez, Li ; Fung's chief technology officer. Data flowing through its network soared from 100 gigabytes a day only 18 months ago to 1 terabyte. The information system also allows Li & Fung to look across its operations to identify trends. In southern China, for instance, a shortage of workers and new legislation raised labour costs, so production moved north. â€Å"We saw that before it actually happened,† says Mr Fernandez.The company also got advance warning of the economic crisis, and later the recovery, from retailers' orders before these trends became apparent. Investment analysts use country information provided by Li ; Fung to gain insights into macroeconomic patterns. Now that they are able to process information flows in real time, organisations are collecting more data than ever. One use for such information is to forecast when machines will break down. This hardly ever happens out of the blue: there are usually warning signs such as noise, vibration or heat. Capturing such data enables firms to act before a breakdown.Similarly, the use of â€Å"predictive analytics† on the basis of large data sets may transform health care. Dr Carolyn McGregor of the University of Ontario, working with IBM, conducts research to spot potentially fatal infections in premature babies. The system monitors subtle changes in seven streams of real-time data, such as respiration, heart rate and blood pressure. The electrocardiogram alone generates 1,000 readings per second. This kind of information is turned out by all medical equipment, but it used t o be recorded on paper and examined perhaps once an hour.By feeding the data into a computer, Dr McGregor has been able to detect the onset of an infection before obvious symptoms emerge. â€Å"You can't see it with the naked eye, but a computer can,† she says. Open sesame Two technology trends are helping to fuel these new uses of data: cloud computing and open-source software. Cloud computing—in which the internet is used as a platform to collect, store and process data—allows businesses to lease computing power as and when they need it, rather than having to buy expensive equipment.Amazon, Google and Microsoft are the most prominent firms to make their massive computing infrastructure available to clients. As more corporate functions, such as human resources or sales, are managed over a network, companies can see patterns across the whole of the business and share their information more easily. A free programming language called R lets companies examine and p resent big data sets, and free software called Hadoop now allows ordinary PCs to analyse huge quantities of data that previously required a supercomputer. It does this by parcelling out the tasks to numerous computers at once. This saves time and money.For example, the  New York Times  a few years ago used cloud computing and Hadoop to convert over 400,000 scanned images from its archives, from 1851 to 1922. By harnessing the power of hundreds of computers, it was able to do the job in 36 hours. Visa, a credit-card company, in a recent trial with Hadoop crunched two years of test records, or 73 billion transactions, amounting to 36 terabytes of data. The processing time fell from one month with traditional methods to a mere 13 minutes. It is a striking successor of Ritty's incorruptible cashier for a data-driven age. from the print edition | Special report Recommend 140 * * * Submit to reddit * inShare2 * View all comments (4) Related items TOPIC:  China  Ã‚ » * Recommended economics writing: Link exchange * Trade: Mexico rising * The Economist: Digital highlights, November 24th 2012 TOPIC:  Nestle  Ã‚ » * Consumer goods in Africa: A continent goes shopping * Schumpeter: Pretty profitable parrots * Nestle buys Pfizer Nutrition: Feeding little emperors TOPIC:  IBM  Ã‚ » * Schumpeter: Taking the long view * IBM's mainframes: Old dog, new tricks * Phase-change memory: Altered states TOPIC:  Royal Shakespeare Company  Ã‚ » * William Shakespeare: A digital reinvention Culture: Going for gold * Green architecture: The retrofit revolution More related topics: * Walmart Want more? Subscribe to  The Economist  and get the week's most relevant news and analysis. * Print edition X Feb 27th 2010 Feb 20th 2010 Feb 13th 2010 Feb 6th 2010 * Next in The world this week X Politics this week * Next in The world this week X Business this week * Next in The world this week X KAL's cartoon * Next in Leaders X Technology The data deluge Businesses, governmen ts and society are only starting to tap its vast potential * Next in Leaders X Argentina and the Falklands The beef in Buenos AiresThe Kirchners could have more oil if they stopped bullying Argentine business * Next in Leaders X Japan's frustrating politics Nagasaki fallout Japan’s prime minister, Yukio Hatoyama, should jettison his Svengali, Ichiro Ozawa * Next in Leaders X India Ending the red terror It is time India got serious about the Maoist insurgency in its eastern states * Next in Leaders X Genetically modified food Attack of the really quite likeable tomatoes The success of genetically modified crops provides opportunities to win over their critics * Next in Letters X Letters On Spain, al-Qaeda, Yemen, torture, Britain, juries, stereotypes, Benjamin Disraeli Next in Briefing X Argentina under the Kirchners Socialism for foes, capitalism for friends While some private businesses in Argentina have faced harassment or even nationalisation, others†¦ * Next in Brief ing X The first family's businesses Welcome to the Hotel Kirchner Such a lovely little earner * Next in United States X Health reform Seizing the reins, at long last After leaving Congress in charge for too long, Barack Obama unveils his own plan * Next in United States X Mitt Romney and the Republicans Fired up, ready to go Mitt Romney takes centre-stage * Next in United States X The administration's economistsGrading the dismal scientists How good is the Council of Economic Advisers? * Next in United States X The economy Back to the crash The American economy has just had its worst decade since the 1930s * Next in United States X Arkansas politics Democrats beware A spirited scramble for suddenly open Democratic seats * Next in United States X Schools and testing The finger of suspicion Is too much weight given to testing? * Next in United States X California's prison-guards' union Fading are the peacemakers One of California’s most powerful political forces may have peaked * Next in United States X America's childrenProtecting the weakest The recession may hurt America’s vulnerable children * Next in United States X Lexington Is Barack Obama tough enough? Conservatives call him too weak to be a warrior. Tell that to the Taliban * Next in The Americas X Corruption in Brazil The money trail Many corruption scandals stem from the high cost of politics, and unrealistically tight†¦ * Next in The Americas X Presidential ambitions in Peru Political satire Jaime Bayly’s breath of fresh air * Next in The Americas X Latin American summitry In ever-closer union, divided we stand * Next in The Americas X Canada's Mohawks Get out of our canoeWhen a Canadian is not a Canadian * Next in Asia X Tackling Japan's bureaucracy Floundering in the foggy fortress The DPJ is finding that it needs to befriend its bureaucrats, as well as bash them * Next in Asia X India's Naxalite insurgency Not a dinner party India’s Maoist guerrillas carry out two slaughters, then offer a truce * Next in Asia X Western aims in Afghanistan Played for fools Hamid Karzai’s shenanigans make the going even harder for NATO * Next in Asia X Migrant workers in Thailand Inhospitality Life gets harder for Thailand’s guest-workers * Next in Asia X China's National People's CongressDemocracy in action Making sure that China’s supreme legislative body is toothless * Next in Asia X Animal welfare in China Off the menu The right to eat cats and dogs is under threat * Next in Asia X Banyan The mother of all dictatorships To understand North Korea, look not to Confucius or the Soviet Union, but to fascist 1930s Japan * Next in Asia X Clarification: Maratha * Next in Middle East and Africa X Israel's controversial intelligence service Does Mossad really make Israel safer? In the wake of the assassination of a Hamas leader in Dubai, presumably by Mossad, the agency’s†¦ * Next in Middle East and AfricaX Israeli spies in Lebanon N ot such a success A round-up of Israeli spies * Next in Middle East and Africa X Senegal's politics Statuesque or grotesque? An outsize statue symbolises the defects of the president and his family * Next in Middle East and Africa X South Africa's economy Steady as she goes A budget that gives little to the left * Next in Middle East and Africa X Somalia's civil war Jihadists on the march The strongest Islamist militia is now formally linked to al-Qaeda * Next in Middle East and Africa X Niger's coup It seems popular, so far The African Union tut-tuts but the people appear to welcome a coup Next in Middle East and Africa X Nigeria's president A sudden return There’s still a vacuum * Next in Middle East and Africa X Correction: Najib Balala * Next in Europe X Ukraine's new president Yanukovich's mixed blessing A triumphant Viktor Yanukovich is inaugurated in Kiev, but his political problems have only just†¦ * Next in Europe X Germany's fractious government Westerwelle's w oes A liberal at odds with some of his coalition partners * Next in Europe X Latvia and Greece Baltic thaw, Aegean freeze Latvia’s economic free fall has halted, and it may now do better than Greece * Next in Europe X Turkey's coup plottersLies and whispers More arrests stoke the battle between the army and the government * Next in Europe X The Dutch government falls Wild things The far right promises to do disturbingly well on June 9th * Next in Europe X France's Socialist Party Fresh troubles A scandal in the south-west shows up the metropolitan party’s weaknesses * Next in Europe X Charlemagne Europe's bear problem The trouble with the European Union’s attempts to woo Russia * Next in Britain X Britain’s prime minister Hero, villain or victim of the global age? Gordon Brown’s pitch for a fourth Labour term—and his critique of the Tories Next in Britain X The Conservatives' mini-malaise Tory blues The opposition is failing to capitalise on the government’s troubles * Next in Britain X Media and the law Publish, perish, protest Bad news for dodgy journalism—and for libel tourists * Next in Britain X Pensions and tax If it says ARF, then it's a dog Pensions rules get complex again * Next in Britain X Assisted suicide The latest chapter New rules on helping those who wish to end their lives but are unable to do so * Next in Britain X Construction jitters Survival tactics Building firms are struggling to emerge from the recession * Next in BritainX Bagehot All too human How much does a prime minister's character matter? * Next in Britain X Internship * Next in International X Sanctions on Iran And the price of nuclear power? America is rallying its friends to concentrate minds in the Islamic Republic * Next in International X A poll on trust What's good for General Motors A new pattern in opinions about bureaucrats, business and charity * Next in Special report X Data, data everywhere Information has gone f rom scarce to superabundant. That brings huge new benefits, says Kenneth†¦ * Next in Special report X All too much Monstrous amounts of data Next in Special report X Clicking for gold How internet companies profit from data on the web * Next in Special report X The open society Governments are letting in the light * Next in Special report X Show me New ways of visualising data * Next in Special report X Needle in a haystack The uses of information about information * Next in Special report X New rules for big data Regulators are having to rethink their brief * Next in Special report X Handling the cornucopia The best way to deal with all that information is to use machines. But they need watching * Next in Business X Recruitment firms Joining the queueThe recession has accelerated big changes for firms that help people find jobs * Next in Business X The spread of GM crops Taking root The developing world embraces a controversial technology * Next in Business X The boom in print ing on demand Just press print New technology promises to prolong the life of the book * Next in Business X Hype about fuel cells Flower power A clean-tech start-up generates lots of excitement and a little electricity * Next in Business X A boardroom row at Repsol Adding fuel A policy shift in Spain heralds more upheaval at its biggest oil firm * Next in Business X Toyota's overstretched supply chainThe machine that ran too hot The woes of the world’s biggest carmaker are a warning for rivals * Next in Business X Schumpeter The emperor's clothes Like other bosses, media moguls are recovering their poise. But that's no reason to start making†¦ * Next in Briefing X Reviving Royal Bank of Scotland Scots on the rocks What really went wrong at RBS? And how can it be put right? * Next in Finance and economics X The balance of economic power East or famine Asia’s economic weight in the world has risen, but by less than commonly assumed * Next in Finance and economics X Emerging-market sovereign debt Risk redefinedThe new problem with Asian sovereign debt—scarcity * Next in Finance and economics X Secondary buy-outs Circular logic Private-equity companies look to each other to solve their problems * Next in Finance and economics X Interest-rate risk Surf's up Banks’ next big problem appears on the horizon * Next in Finance and economics X Buttonwood The very long view For investors, much depends on when you put your money in * Next in Finance and economics X Chinese banks Hole sale Capital calls by Chinese financial institutions elicit questions * Next in Finance and economics X Short-selling rules Shackling the scapegoatsAmerican regulators approve long-awaited restrictions on short-selling * Next in Finance and economics X Economics focus Low definition Trustbusters want to put less emphasis on market definition when assessing mergers * Next in Finance and economics X Correction: Financial risk * Next in Science and technology X Cli mate and combustion Fired up This year’s meeting of the American Association for the Advancement of Science looked at, among†¦ * Next in Science and technology X How siestas help memory Sleepy heads Researchers say an afternoon nap prepares the brain to learn * Next in Science and technology XLooking for ET Signs of life As the search for alien life turns 50, its practitioners find new methods * Next in Science and technology X Nuclear forensics A weighty matter How to analyse smuggled uranium * Next in Books and arts X China's roads A voyage of discovery A reporter who explored China’s bigger and lesser roads and found treasure * Next in Books and arts X How East Timor became Timor-Leste A country's agonising birth An authoritative account of Timor-Leste's birth * Next in Books and arts X New York low life Bottoms up Essays on New York by St Clair McKelway, taken from the New Yorker * Next in Books and artsX University education in America Professionalising the p rofessor The difficulties of an American doctoral student * Next in Books and arts X A biography of Arthur Koestler Intellectual fireworks A serial fornicator with a powerful, paradoxical intellect * Next in Books and arts X A Japanese silversmith Making waves Pounding flat pieces of silver into beautiful vessels * Next in Books and arts X Old men of the theatre The two Peters A couple of productions that make a compelling case against ageism * Next in Obituary X Alexander Haig Alexander Meigs Haig, soldier and public servant, died on February 20th, aged 85 Next in Economic and financial indicators X Overview * Next in Economic and financial indicators X Output, prices and jobs * Next in Economic and financial indicators X The Economist commodity-price index * Next in Economic and financial indicators X FDIC-insured â€Å"problem† institutions * Next in Economic and financial indicators X Trade, exchange rates, budget balances and interest rates * Next in Economic and financi al indicators X Markets * Next in Economic and financial indicators X Wall Street bonuses * Print edition X Feb 27th 2010 Mar 6th 2010 Mar 13th 2010 Mar 20th 2010 From the print edition  Feb 27th 2010 Comment (4) * Print * E-mail * Reprints ; permissions * Most popular * Recommended * Commented Recommended * 1Mexico and the United StatesThe rise of Mexico * 2International: The lottery of life * 3Atheists and Islam: No God, not even Allah * 4European economy guide: Polarised prospects * 5Egypt: Going up in flames Commented * 1Atheists and IslamNo God, not even Allah * 2France and the euro: The time-bomb at the heart of Europe * 3Secession and elections: Let’s stay together * 4Higher education: Not what it used to be * 5Economist debate: Opening Latest blog posts  Ã¢â‚¬â€œ All times are GMTChristmas countdown: The 2012 Daily chart Advent calendar Graphic detail  Ã¢â‚¬â€œ Dec 1st, 06:54 Environmental policy: Trent Lott outs himself as the owner of a titchy,†¦ Lexingto n's notebook  Ã¢â‚¬â€œ Dec 1st, 03:45 Mexico's new cabinet: Out with the old, in with the†¦ old Americas view  Ã¢â‚¬â€œ Dec 1st, 03:06 Recommended economics writing: Link exchange Free exchange  Ã¢â‚¬â€œ Nov 30th, 22:11 The Securities and Exchange Commission: Merger talks Schumpeter  Ã¢â‚¬â€œ Nov 30th, 21:50 Defending Grover Norquist: Nice try, John Democracy in America  Ã¢â‚¬â€œ Nov 30th, 20:45 Czech politics: The Czech Republic's first presidential debate Eastern approaches  Ã¢â‚¬â€œ Nov 30th, 20:23More from our blogs  » Products & events Stay informed today and every day Get e-mail newsletters Subscribe to  The Economist's  free e-mail newsletters and alerts. Follow  The Economist  on Twitter Subscribe to  The Economist's  latest article postings on Twitter Follow  The Economist  on Facebook See a selection of  The Economist's  articles, events, topical videos and debates on Facebook. * About The Economist * Media directory * Advertising inf o * Staff books * Career opportunities * Subscribe * Contact us * Site index * [+] Site Feedback * Copyright  © The Economist Newspaper Limited 2012.All rights reserved. * Accessibility * Privacy policy * Cookies info * Terms of use * Help * Log in * Register * Subscribe * Digital ; mobile * Events * Topics A-Z * Newsletters * Jobs * * * * Top of Form Bottom of Form * World politics * ————————————————- United States * ————————————————- Britain * ————————————————- Europe * ————————————————- China * —————â₠¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€- Asia * ————————————————- Americas ————————————————- Middle East & Africa * Business & finance * ————————————————- All Business & finance * ————————————————- Which MBA? * ————————————————- Business Books Quarterly * Economics * ———————————————â₠¬â€- All Economics * ————————————————- Economics by invitation * ————————————————- Economics A-Z * ————————————————- Markets & data Science & technology * ————————————————- All Science & technology * ————————————————- Technology Quarterly * Culture * ————————————————- All Culture * —————à ¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€- More Intelligent Life * ————————————————- Style guide * ————————————————- The Economist Quiz * ————————————————- Book reviews * Blogs * ————————————————- Latest blog posts ————————————————- Feast and famine * ————————————————- Analects * ————————————————- Free exchange * ————————————————- Americas view * ————————————————- Game theory * ————————————————- Babbage * ————————————————- Graphic detail * ————————————————- Banyan * ————————————————- Gul liver * ————————————————- Baobab ————————————————- Johnson * ————————————————- Blighty * ————————————————- Lexington's notebook * ————————————————- Buttonwood's notebook * ————————————————- Newsbook * ———————————————â₠¬â€- Cassandra * ————————————————- Pomegranate * ————————————————- Charlemagne * ————————————————- Prospero * ————————————————-Democracy in America * ————————————————- Schumpeter * ————————————————- Eastern approaches * Debate * ——————————— Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€Ã¢â‚¬â€- Economist debates * ————————————————- What the world thinks * ————————————————- Economics by invitation * ————————————————- Letters to the editor * ————————————————- Ideas arena: Women & work * The World in 2013 * Multimedia * ————————————————-World * ————————————————- Business & economics * ————————————————- Science & technology * ————————————————- Culture * ————————————————- Events * ————————————————- The Economist in audio * Print edition * Current issue * Previous issues * Special reports * Politics this week * Business this week * Leaders * KAL's cartoon * Obituary This site uses cookies. By continuing to browse the site you are agreeing to our use of cookies.Review our  cookies information  for more details Special report:  Managing information A different game Information is transforming traditional businesses Feb 25th 2010 | from the print edition * * IN 1879 James Ritty, a saloon-keeper in Dayton, Ohio, received a patent for a wooden contraption that he dubbed the â€Å"incorruptible cashier†. With a set of buttons and a loud bell, the device, sold by National Cash Register (NCR), was little more than a simple adding machine. Yet as an early form of managing information flows in American business the cash register had a huge impact.It not only reduced pilferage by alerting the shopkeeper when the till was opened; by recording every transaction, it also provided an instant overview of what was happening in the business. Sales data remain one of a company's most important assets. In 2004 Wal-Mart peered into its mammoth databases and noticed that before a hurricane struck, there was a run on flashlights and batteries, as might be expected; but also on Pop-Tarts, a sugary American breakfast snack. On reflection it is clear that the snack would be a handy thing to eat in a blackout, but the retailer would not have thought to stock up on it before a storm.The company whose system crunched Wal-Mart's numbers was none other than NCR and its data-warehousing unit, Teradata, now an independent firm. A few years ago such technologies, called â€Å"business intelligence†, were available only to the world's biggest companies. But as the price of computing and storage has fallen and the software systems have got better and cheaper, the technology has moved into the mainstream. Companies are collecting more data than ever before. In the past they were kept in different systems that were unable to talk to each other, such as finance, human resources or customer management.Now the systems are being linked, and companies are using data-mining techniques to get a complete picture of their operations—â€Å"a single version of the truth†, as the industry likes to call it. That allows firms to operate more efficiently, pick out trends and improve their forecast ing. In this special report * Data, data everywhere * All too much *  »A different game * Clicking for gold * The open society * Show me * Needle in a haystack * New rules for big data * Handling the cornucopia Sources & acknowledgementsReprints Related topics * China * Nestle * IBM * Royal Shakespeare Company * WalmartConsider Cablecom, a Swiss telecoms operator. It has reduced customer defections from one-fifth of subscribers a year to under 5% by crunching its numbers. Its software spotted that although customer defections peaked in the 13th month, the decision to leave was made much earlier, around the ninth month (as indicated by things like the number of calls to customer support services). So Cablecom offered certain customers special deals seven months into their subscription and reaped the rewards. Agony and torture Such data-mining has a dubious reputation. â€Å"Torture the data long enough and they will confess to anything,† statisticians quip.But it has become far more effective as more companies have started to use the technology. Best Buy, a retailer, found that 7% of its customers accounted for 43% of its sales, so it reorganised its stores to concentrate on those customers' needs. Airline yield management improved because analytical techniques uncovered the best predictor that a passenger would actually catch a flight he had booked: that he had ordered a vegetarian meal. The IT industry is piling into business intelligence, seeing it as a natural successor of services such as accountancy and computing in the first and second half of the 20th century respectively.Accenture, PricewaterhouseCoopers, IBM and SAP are investing heavily in their consulting practices. Technology vendors such as Oracle, Informatica, TIBCO, SAS and EMC have benefited. IBM believes business intelligence will be a pillar of its growth as sensors are used to manage things from a city's traffic flow to a patient's blood flow. It has invested $12 billion in the past four years and is opening six analytics centres with 4,000 employees worldwide. Analytics—performing statistical operations for forecasting or uncovering correlations such as between Pop-Tarts and hurricanes—can have a big pay-off.In Britain the Royal Shakespeare Company (RSC) sifted through seven years of sales data for a marketing campaign that increased regular visitors by 70%. By examining more than 2m transaction records, the RSC discovered a lot more about its best customers: not just income, but things like occupation and family status, which allowed it to target its marketing more precisely. That was of crucial importance, says the RSC's Mary Butlin, because it substantially boosted membership as well as fund-raising revenue. Yet making the most of data is not easy. The first step is to improve the accuracy of the information.Nestle, for example, sells more than 100,000 products in 200 countries, using 550,000 suppliers, but it was not using its huge buying po wer effectively because its databases were a mess. On examination, it found that of its 9m records of vendors, customers and materials around half were obsolete or duplicated, and of the remainder about one-third were inaccurate or incomplete. The name of a vendor might be abbreviated in one record but spelled out in another, leading to double-counting. Plainer vanilla Over the past ten years Nestle has been overhauling its IT system, using SAP software, and improving the quality of its data.This enabled the firm to become more efficient, says Chris Johnson, who led the initiative. For just one ingredient, vanilla, its American operation was able to reduce the number of specifications and use fewer suppliers, saving $30m a year. Overall, such operational improvements save more than $1 billion annually. Nestle is not alone in having problems with its database. Most CIOs admit that their data are of poor quality. In a study by IBM half the managers quizzed did not trust the informatio n on which they had to base decisions. Many say that the technology meant to make sense of it often just produces more data.Instead of finding a needle in the haystack, they are making more hay. Still, as analytical techniques become more widespread, business decisions will increasingly be made, or at least corroborated, on the basis of computer algorithms rather than individual hunches. This creates a need for managers who are comfortable with data, but statistics courses in business schools are not popular. Many new business insights come from â€Å"dead data†: stored information about past transactions that are examined to reveal hidden correlations. But now companies are increasingly moving to analysing real-time information flows.Wal-Mart is a good example. The retailer operates 8,400 stores worldwide, has more than 2m employees and handles over 200m customer transactions each week. Its revenue last year, around $400 billion, is more than the GDP of many entire countries . The sheer scale of the data is a challenge, admits Rollin Ford, the CIO at Wal-Mart's headquarters in Bentonville, Arkansas. â€Å"We keep a healthy paranoia. † Not a sparrow falls Wal-Mart's inventory-management system, called Retail Link, enables suppliers to see the exact number of their products on every shelf of every store at that precise moment.The system shows the rate of sales by the hour, by the day, over the past year and more. Begun in the 1990s, Retail Link gives suppliers a complete overview of when and how their products are selling, and with what other products in the shopping cart. This lets suppliers manage their stocks better. The technology enabled Wal-Mart to change the business model of retailing. In some cases it leaves stock management in the hands of its suppliers and does not take ownership of the products until the moment they are sold. This allows it to shed inventory risk and reduce its costs.In essence, the shelves in its shops are a highly eff iciently managed depot. Another company that capitalises on real-time information flows is Li & Fung, one of the world's biggest supply-chain operators. Founded in Guangzhou in southern China a century ago, it does not own any factories or equipment but orchestrates a network of 12,000 suppliers in 40 countries, sourcing goods for brands ranging from Kate Spade to Walt Disney. Its turnover in 2008 was $14 billion. Li ; Fung used to deal with its clients mostly by phone and fax, with e-mail counting as high technology.But thanks to a new web-services platform, its processes have speeded up. Orders flow through a web portal and bids can be solicited from pre-qualified suppliers. Agents now audit factories in real time with hand-held computers. Clients are able to monitor the details of every stage of an order, from the initial production run to shipping. One of the most important technologies has turned out to be videoconferencing. It allows buyers and manufacturers to examine the col our of a material or the stitching on a garment. â€Å"Before, we weren't able to send a 500MB image—we'd post a DVD.Now we can stream it to show vendors in our offices. With real-time images we can make changes quicker,† says Manuel Fernandez, Li ; Fung's chief technology officer. Data flowing through its network soared from 100 gigabytes a day only 18 months ago to 1 terabyte. The information system also allows Li & Fung to look across its operations to identify trends. In southern China, for instance, a shortage of workers and new legislation raised labour costs, so production moved north. â€Å"We saw that before it actually happened,† says Mr Fernandez.The company also got advance warning of the economic crisis, and later the recovery, from retailers' orders before these trends became apparent. Investment analysts use country information provided by Li ; Fung to gain insights into macroeconomic patterns. Now that they are able to process information flows i n real time, organisations are collecting more data than ever. One use for such information is to forecast when machines will break down. This hardly ever happens out of the blue: there are usually warning signs such as noise, vibration or heat. Capturing such data enables firms to act before a breakdown.Similarly, the use of â€Å"predictive analytics† on the basis of large data sets may transform health care. Dr Carolyn McGregor of the University of Ontario, working with IBM, conducts research to spot potentially fatal infections in premature babies. The system monitors subtle changes in seven streams of real-time data, such as respiration, heart rate and blood pressure. The electrocardiogram alone generates 1,000 readings per second. This kind of information is turned out by all medical equipment, but it used to be recorded on paper and examined perhaps once an hour.By feeding the data into a computer, Dr McGregor has been able to detect the onset of an infection before ob vious symptoms emerge. â€Å"You can't see it with the naked eye, but a computer can,† she says. Open sesame Two technology trends are helping to fuel these new uses of data: cloud computing and open-source software. Cloud computing—in which the internet is used as a platform to collect, store and process data—allows businesses to lease computing power as and when they need it, rather than having to buy expensive equipment.Amazon, Google and Microsoft are the most prominent firms to make their massive computing infrastructure available to clients. As more corporate functions, such as human resources or sales, are managed over a network, companies can see patterns across the whole of the business and share their information more easily. A free programming language called R lets companies examine and present big data sets, and free software called Hadoop now allows ordinary PCs to analyse huge quantities of data that previously required a supercomputer. It does th is by parcelling out the tasks to numerous computers at once.This saves time and money. For example, the  New York Times  a few years ago used cloud computing and Hadoop to convert over 400,000 scanned images from its archives, from 1851 to 1922. By harnessing the power of hundreds of computers, it was able to do the job in 36 hours. Visa, a credit-card company, in a recent trial with Hadoop crunched two years of test records, or 73 billion transactions, amounting to 36 terabytes of data. The processing time fell from one month with traditional methods to a mere 13 minutes. It is a striking successor of Ritty's incorruptible cashier for a data-driven age. rom the print edition | Special report * Recommend 140 * * * Submit to reddit * inShare2 * View all comments (4) Related items TOPIC:  China  Ã‚ » * Recommended economics writing: Link exchange * Trade: Mexico rising * The Economist: Digital highlights, November 24th 2012 TOPIC:  Nestle  Ã‚ » * Consumer goods in Africa: A continent goes shopping * Schumpeter: Pretty profitable parrots * Nestle buys Pfizer Nutrition: Feeding little emperors TOPIC:  IBM  Ã‚ » * Schumpeter: Taking the long view * IBM's mainframes: Old dog, new tricks * Phase-change memory: Altered states TOPIC:  Royal Shakespeare Company  Ã‚ » William Shakespeare: A digital reinvention * Culture: Going for gold * Green architecture: The retrofit revolution More related topics: * Walmart Want more? Subscribe to  The Economist  and get the week's most relevant news and analysis. * Print edition X Feb 27th 2010 Feb 20th 2010 Feb 13th 2010 Feb 6th 2010 * Next in The world this week X Politics this week * Next in The world this week X Business this week * Next in The world this week X KAL's cartoon * Next in Leaders X Technology The data deluge Businesses, governments and society are only starting to tap its vast potential * Next in LeadersX Argentina and the Falklands The beef in Buenos Aires The Kirchners could have more oil if they stopped bullying Argentine business * Next in Leaders X Japan's frustrating politics Nagasaki fallout Japan’s prime minister, Yukio Hatoyama, should jettison his Svengali, Ichiro Ozawa * Next in Leaders X India Ending the red terror It is time India got serious about the Maoist insurgency in its eastern states * Next in Leaders X Genetically modified food Attack of the really quite likeable tomatoes The success of genetically modified crops provides opportunities to win over their critics Next in Letters X Letters On Spain, al-Qaeda, Yemen, torture, Britain, juries, stereotypes, Benjamin Disraeli * Next in Briefing X Argentina under the Kirchners Socialism for foes, capitalism for friends While some private businesses in Argentina have faced harassment or even nationalisation, others†¦ * Next in Briefing X The first family's businesses Welcome to the Hotel Kirchner Such a lovely little earner * Next in United States X Health reform Seizing the reins, at long las t After leaving Congress in charge for too long, Barack Obama unveils his own plan * Next in United StatesX Mitt Romney and the Republicans Fired up, ready to go Mitt Romney takes centre-stage * Next in United States X The administration's economists Grading the dismal scientists How good is the Council of Economic Advisers? * Next in United States X The economy Back to the crash The American economy has just had its worst decade since the 1930s * Next in United States X Arkansas politics Democrats beware A spirited scramble for suddenly open Democratic seats * Next in United States X Schools and testing The finger of suspicion Is too much weight given to testing? * Next in United States XCalifornia's prison-guards' union Fading are the peacemakers One of California’s most powerful political forces may have peaked * Next in United States X America's children Protecting the weakest The recession may hurt America’s vulnerable children * Next in United States X Lexington Is Barack Obama tough enough? Conservatives call him too weak to be a warrior. Tell that to the Taliban * Next in The Americas X Corruption in Brazil The money trail Many corruption scandals stem from the high cost of politics, and unrealistically tight†¦ * Next in The Americas X Presidential ambitions in PeruPolitical satire Jaime Bayly’s breath of fresh air * Next in The Americas X Latin American summitry In ever-closer union, divided we stand * Next in The Americas X Canada's Mohawks Get out of our canoe When a Canadian is not a Canadian * Next in Asia X Tackling Japan's bureaucracy Floundering in the foggy fortress The DPJ is finding that it needs to befriend its bureaucrats, as well as bash them * Next in Asia X India's Naxalite insurgency Not a dinner party India’s Maoist guerrillas carry out two slaughters, then offer a truce * Next in Asia X Western aims in AfghanistanPlayed for fools Hamid Karzai’s shenanigans make the going even harder for NATO * Next in Asia X Migrant workers in Thailand Inhospitality Life gets harder for Thailand’s guest-workers * Next in Asia X China's National People's Congress Democracy in action Making sure that China’s supreme legislative body is toothless * Next in Asia X Animal welfare in China Off the menu The right to eat cats and dogs is under threat * Next in Asia X Banyan The mother of all dictatorships To understand North Korea, look not to Confucius or the Soviet Union, but to fascist 1930s Japan * Next in Asia X