Sentiment Analysis Customer Review Data - 809 Words

Sentiment Analysis of Customer Review Data Sentiment analysis is the process of identification and extraction of subjective information from unstructured data. Some of the common applications of sentiment analysis are, understanding the voice of the customer, voice of the market, the voice of the employee, brand management, financial markets, politics and government intelligence. The objective of the sentiment analysis in the case of Suite Spot would be to increase customer satisfaction based on the sentiment analysis of the customer review data and other available data about the customer and reservation, available from Kayak. This is where a sentiment analysis can offer much more value when compared to a traditional analysis on the customer review data. The key to this is the availability of real-time data about the hotel from customers. In a connected world where information is continuously flowing in the form of tweets, Facebook, and other social media posts, getting real-time sentiment analysis data and acting on the data would help create a competitive advantage for the Suite Spot chain of hotels. †¢ First we have to keep track of all the customers who are currently staying in a Suite Spot hotel. As soon as the customer checks in, his customer data is collected from Kayak. Kayak keep track of the social media connections of a customer, like Google+ and Facebook accounts. †¢ After retrieving the social media connections of the customers staying in a Suite Spot hotel,Show MoreRelatedInnovative Thinking : Product Service System957 Words   |  4 Pagesadministrations which causes them a big time loss. Each business plans to build its deal breaking its past records. Furthermore, the best way to do it is to draw in new clients as well as to keep up them after deals. An organization that prioritizes its customers will always be referred. The primary purpose behind the decrease of offers in an organization is its absence of duty to give appropriate administrations to its clients. An enlisted grumbling is here and there which is sometimes not attended by theRead MoreResearch Frameworks Used For Mining And Summarization Are Been Search By People For Gathering The More And More Information Essay1701 Words   |  7 PagesAbstract- Nowadays medical data has been search by people for gathering the more and more information about drugs. The dialog discussions on chronic diseases and drug, as well as online audits and sites are getting to be more important assets for patients. Patients read online reviews, blogs and discussion forum ideas to get information from other patients with similar c ondition. Reviews of medication from patients are largely available on the internet. Partitioning data from these significant collectionsRead MoreUnstructured Data Processing Essay944 Words   |  4 Pages100GB-TB, the data type is usually historical, summarized, multidimensional, integrated and consolidated. OLAP use complex query, and the underline structure is cube, â€Å"in relational database systems, OLAP cubes are constructed from a fact table and one or more-dimension tables [1]. It is ad-hoc, and not for everyday repetitive use. The users for OLAP system maybe about hundreds of people, but the records can be access can reach millions, comparing to OLTP which can have thousands of users and onlyRead MoreEvaluating A Customer Reviews Of Products Sold Online1530 Words   |  7 Pagesand Liu discuss ways to enhance customer satisfaction in this paper by studying customer reviews of products sold online. The paper also describes the problem of generating feature based summari es based on these reviews. According to the paper, a customer review of a particular product is composed of three parts, namely: Different features of the products that the customers have expressed their opinion, Identifying positive and negative opinions based on their reviews and finally Composing a summaryRead MoreBig Dat Data Redorage And Management Of Peter Mayer Advertising1513 Words   |  7 PagesIntroduction Data storage and management technologies have recently begun to surge in popularity. Businesses want to learn how to implement the best ways to store, maintain, capitalize on the copious amounts of data that their products, consumers, services, etc. generate. With that being said, organizing and measuring data has proven to be quite difficult despite present-day technological innovations. The term â€Å"Big data† has emerged and Apache Hadoop, or Hadoop, technology uses a set of algorithmsRead MoreBusiness Appraisal Through Social Media Analytics1454 Words   |  6 PagesBusiness Appraisal through Social Media Analytics Introduction: Social media has changed the business models of many organizations in engaging their customers to develop relationship with their products and services. Social media is also used to build their brands and maintain customer loyalty. Following figures gives an idea about scale of social media. According to searchengingewatch.com, worldwide 1.43 billion people had visited a social networking site in the year 2011. Facebook marketing infographicRead MoreDifferences Between Structured Data And Unstructured Data1739 Words   |  7 Pagesbetween Structured data and Unstructured data (18 Points) Similarities between Structured Data and Unstructured Data. 1a. What are some of the key differences between managing structured data vs. unstructured data? Structured Data Unstructured Data It has a well-defined content or high degree of organization No identifiable structure Structured data fit nicely into relational databases. Unstructured data does not fit into relational databases as it does not have a pre-defined data model or organizedRead MoreWhat And How Social Data1347 Words   |  6 Pagesanalyze social data Sentiment Analysis (Opinion Mining). It is used to understand the emotion conveyed in a textual message. It involves identifying the opinion, extracting the features or objects for which the opinion is expressed and then categorizing the opinion as a positive, negative or neutral and thus assigning it a polarity (Liu 2010). The growth in social media provides a wider platform which has allowed for an abundance in the expression of opinions, including product reviews, blogs, and discussionRead MoreThree Primary Types of Decision Making Systems1690 Words   |  7 PagesDefine the three primary types of decision-making systems, and explain how a customer of Actionly might use them to find business intelligence. The three primary types of decision-making systems are: the transactional support system, the management information system, and the decisions support system (FreeTutes.com, 2014). First, the transactional support system encompasses all of the information contained within a single business process or unit of work, and its primary purpose is to supportRead MoreThe Social Marketing Aspects Of Twitter1209 Words   |  5 PagesResearch Project 1: Comparing Brand Project This literature review will mainly discuss some literatures that address on the social marketing aspects of Twitter. 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The Bias Of The Media - 1317 Words

There is no getting away from the fact that the media is biased it is just which side of the aisle that they are biased to that I believe is the main question that needs to be answered. The progressive liberal side screams bias whiles the conservative army also scream bias so is there really bias in the media. I will take a look at the mass media most specifically cable news and syndicated talk shows to prove the point that bias in the media is more a myth that the leaders of each side preaches so that their followers believe that this bias exist. Not to be confused media bias does exist but also there is barely any objective source left such that once you start reading through the lines you realize the myth that I am talking about. In as much as we might try our best to ignore it, communication among people always happens in a context. A statement made in one’s presence whiles an event is happening will convey a different understanding than that same statement made away from event. That is why we can make statements like â€Å"you should have been there to understand this situation† once the context is taken away the message is not the same. Also all communication needs a medium for it to be carried along and when individuals and groups are communicating one should not overlook how they are situated historically, politically, economically, and socially. This state of affairs is neither bad nor good. It simply is. Bias is a minor word that categorizes the communal influences ofShow MoreRelatedThe Bias Of Media Bias1820 Words   |  8 PagesI. Introduction While there have been several studies on how people perceive media bias, few have been conducted to determine how to combat incorrect identification of media bias. To combat this lack of knowledge, we created an experiment to determine if gaining knowledge about media bias through two different treatments enables people to identify, rather than perceive, media bias. The first treatment is a list of tenants that the liberal and conservative ideologies maintain on specific issues.Read MoreMedia Bias In The Media1474 Words   |  6 PagesThroughout America’s infantile years, the media solely consisted of the printing press, but as a result of industrialization, commercialization, and professionalization, it now extends into the world of technology, reaching far more Americans than ever before. Media can be defined as collective outlets for mass communication. In today’s society, massive amounts of media are consumed in a plethora of forms: newspapers, magazines, television, Internet, and social media. The 2007 U.S. Census Bureau s StatisticalRead MoreMedia Bias And The Media980 Words   |  4 PagesChurchill The â€Å"roots† of bias in the media date back to the nineteenth century, and criticism about bias partly reflects a controversial idea about what exactly is the media’s role and purpose. 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SuchRead MoreMedia Bias And The Media1365 Words   |  6 PagesMedia Bias In today’s society, remaining connected and knowledgeable of current events and the newest trends is vital to staying ahead in business, education, and social standing. This information is supplied to everyone through the internet, newspapers, television, and radio. One can tune into stations such as CNN, NBC, Fox News, Al-Jazeera, and many others (â€Å"SQs of Media Outlets†). In order to meet the needs of viewers, readers, and listeners, the ideal media system would contain accurate, quickRead MoreMedia Bias And The Media1353 Words   |  6 PagesMedia has been playing a significant role in our daily lives by developing our personalities, enriching our knowledge and providing us with different sorts of information. It has a tremendous power in framing cultural guidelines and shaping political dissertation. 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It has its influences on different aspects of a person’s aspect on life. Many political analysts have looked at the influence of media on elections, especially as the media has become more p rominent in the world. With technology becoming more and more a n integral part of the daily life of a person, this subject will become that much more relevant. We live in a time where almost every person in the developingRead MoreMedia Bias2516 Words   |  11 Pagesthat plagues us everyday without us even realizing it is media bias. We see it in the news. We see it on our favorite sitcoms. We read it everyday in the paper. Yet, we really dont recognize it when we hear it or see it. Media bias is evident in every aspect of the media, yet the problem is that we dont even recognize it when it is right in front of our faces. Are the impressions that we form about individuals a product of the media? Do we form certain opinions about particular types of peopleRead MoreMedia Bias Essay1173 Words   |  5 PagesIs the Media Bias? One problem that plagues us every day without us even realizing is media bias. We see it in the news, our favorite sitcoms and even in the newspapers. Yet, we really dont recognize it when we hear or see it. Media bias is evident in every aspect of the media. The problem is that we dont recognize it when its in our faces. Are the impressions that we form about individuals a product of the media? In my opinion, the media plays an important and powerful part in some of our lives

Plavix Case Study Free Essays

Patent Games: Plavix Case Study Columbia Southern University Abstract This case study illustrates the conflict between patent protection and preserving a pure competitive market. Pharmaceutical companies are granted patent rights to newly developed drugs for a limited amount of time. Through legal means they are able to form monopolies and maximize their profits. We will write a custom essay sample on Plavix Case Study or any similar topic only for you Order Now a parent company can move to delay the release of its generic comparison through legal and illegal measures. In the following case Bristol-Myers Squibb fell victim to their own anti-competitive practices. Why did Bristol-Myers Squibb and Sanofi-Aventis seek a settlement? Apotex had was near the conclusion of the government mandated 30 month stay brought on by Bristol-Myers Squibb to delay them from releasing their generic form of Plavix(Chen, 2011). Bristol-Myers Squibb chose to settle rather than litigate for fear of likely losing any patent litigation. Buying out Apotex which was the only other producer of the drug would preserve their monopoly and profit margin. Bristol-Myers Squibb had already had a long history of manipulative practices and had delayed other drugs from entering the market in a similar manner, excessive 30 month stays (FTC, 2003). They had been taking advantage of a loophole in the Therapeutic Equivalence Evaluations system known as the Orange Book (FTC, 2003). Litigation would bring further attention to the practices within the pharmaceutical industry and encourage government intervention. Bristol-Myers Squibb and Sanofi-Aventis prevents Apotex from launching generic drug. Pharmaceutical companies are well within their rights to push for extensions on their patents (Baron, 2010). Bristol-Myers Squibb however did not take a legal approach to this. They should not have attempted to pay Apotex 40-60 million dollars to prevent them from launching their generic drug. The Federal Trade Commission must approve of any such agreement to ensure that it does not violate anti-trust laws. Their attempted agreement was collusion. Their attempt to limit the production of Apotex was illegal and therefore rejected by governing bodies. Sherman’s strategy Bristol-Myers Squibb’s deceptive practices were likely to catch up to them. This occurred when they crossed paths with Sherman who led Apotex at the time. After everything settled Sherman acknowledged in an interview that he knew the FTC would reject the proposed agreements made by Bristol-Myers Squibb and Sanofi. He also recognized that their spokesman didn’t realize his offer would cause adverse action against Bristol-Myers Squibb (Baron, 2010). He played to their ignorance and entered the agreement. There is no direct answer to the ethics of Sherman’s strategy. He did not actively participate or even condone Brisol-Myers Squibb’s collusion; in fact he knew the agreement would be rejected. There is no way of truly knowing whether Sherman acted with malice when implementing his strategy. Should the FTC and the state attorneys general have rejected the agreements? The FTC and state attorney was right in rejecting Brisol-Myers Squibb’s proposed agreements on the grounds that it is an anti-competitive practice. The second agreement would have been rejected as well provided Bristol-Myers Squibb was completely honest with the FTC. Upon submission of the second agreement to the department of justice they affirmed under oath that all agreements were as listed on the document with no side arrangements (Chen, 2011). After the initiation of an investigation conducted by the Federal Bureau of Investigations Bristol-Myers Squibb plead guilty to two counts of fraud. Did Bristol-Myers Squibb likely violate the deferred prosecution agreement? Bristol-Myers Squib’s board of directors were not going to allow their organization to violate the deferred prosecution agreement. A corporation in its position must remain clean and ethical to rebuild especially while under the supervision of government assigned federal monitor Frederick Lacy. The firing of CEO Peter Dolan was a sign that Bristol-Myers Squibb was trying to recover. References Baron, D. P. (2010). Business and its environment (6th ed. ). Upper Saddle River, NJ: Prentice Hall. Chen, Q. (2011). Destroying A Pharmaceutical Patent for Saving Lives: A Case Study of Sanofi- Synthelabo V. Apotex, Inc. Albany Law Journal. Retrieved from http://www. albanylawjournal. org/articles/chen_3. pdf Federal Trade Commission. (2003). FTC Charges Bristol-Myers Squibb with Pattern of Abusing Government Processes to Stifle Generic Drug Competition. Retrieved from http://www. ftc. gov/opa/2003/03/bms. shtm How to cite Plavix Case Study, Free Case study samples