Tuesday, May 26, 2020

Air Water Soil Noise Pollution - 2621 Words

Pollution Introduction Pollution is the introduction of contaminants into an environment that causes instability, disorder, harm or discomfort to the ecosystem i.e. physical systems or living organisms. Pollution can take the form of chemical substances or energy, such as noise, heat, or light. Pollutants, the elements of pollution, can be foreign substances or energies, or naturally occurring; when naturally occurring, they are considered contaminants when they exceed natural levels. Pollution became a popular issue after World War II, due to radioactive fallout from atomic warfare and testing. Then a non-nuclear event, The Great Smog of 1952 in London, killed at least 4000 people.This prompted some of the first major modern environmental†¦show more content†¦Ground level ozone (O3) formed from NOx and VOCs. Ozone (O3) is a key constituent of the troposphere (it is also an important constituent of certain regions of the stratosphere commonly known as the Ozone layer). Photochemical and chemical reactions involving it drive many of the chemical processes that occur in the atmosphere by day and by night. At abnormally high concentrations brought about by human activities (largely the combustion of fossil fuel), it is a pollutant, and a constituent of smog. Peroxyacetyl nitrate (PAN) - similarly formed from NOx and VOCs. Minor air pollutants include: A large number of minor hazardous air pollutants. Some of these are regulated in USA under the Clean Air Act and in Europe under the Air Framework Directive. A variety of persistent organic pollutants, which can attach to particulate matter. Persistent organic pollutants (POPs) are organic compounds that are resistant to environmental degradation through chemical, biological, and photolytic processes. Because of this, they have been observed to persist in the environment, to be capable of long-range transport, bioaccumulate in human and animal tissue, biomagnify in food chains, and to have potential significant impacts on human health and the environment. Health effects of Air Pollution: The World Health Organization states that 2.4 million people die each year from causes directly attributable to air pollution, with 1.5 million of these deaths attributable to indoor airShow MoreRelatedThe Hazardous Effects of Pollution to the Environment and Human Health.Docx Uploaded Successfully1376 Words   |  6 PagesThe Hazardous Effects of Pollution to the Environment and Human Health Abstract Pollution is the introduction of contaminants into the natural environment that causes adverse change. It can take the form of chemical substances or energy. Pollutants, the components of pollution, can be either foreign substances/energies or naturally occurring contaminants. It is any discharge of material or energy into water, land, or air that causes or may cause acute (short-term) or chronic (long-term) detrimentRead MorePollution and Various Micro Organisms1028 Words   |  5 Pagesmainly following types of pollutions: 1. Air Pollution 2. Water Pollution 3. Chemical Pollution 4. Land Ozone-sphere Pollution 5. Land and Soil Pollution 6. Food Contaminants 7. Noise Pollution 8. Modern Pollutions 1. Air Pollution: The major component of the biosphere is air with ­out which no life can survive (except some lower forms of Bacteria). Without air of good quality there cannot be a healthy life. Yet clean air is a rare commodity today. Air pollution is as old as industrialisationRead MoreThe Effects Of Environmental Pollution On The Environment1405 Words   |  6 PagesEnvironmental pollution is a major problem in the world, posing many health risks to both humans and the environment when exposed to the pollutants for long periods of time. Environmental pollution can simply be defined as â€Å"the presence in the environment of an agent which is potentially damaging to either the environment or human health (Briggs, 2003, 2).† There are many different types of pollution, such as air pollution, water pollution, and soil pollution. Environmental pollution needs to startRead MorePollution- A Chemical Change659 Words   |  3 PagesPollution Pollution is the chemical change in the structure of biological creatures and the components of environment that would lead to imbalance the nature. Pollutants can be any solid materials, liquids, gases or microbes. There are so many picture of pollution such as: Air, noise, water, soil, radioactive, light and visual pollutions etc. The phenomenon is a serious environmental disaster that has a lot of causes and effects on every field of the human’s life, its dangers could not be understoodRead MorePollution Pollution is the contamination of the environment which is a serious problem that1700 Words   |  7 Pages Pollution Pollution is the contamination of the environment which is a serious problem that causes instability, disorder, harm and discomfort to the ecosystem and those who live in it. There are many types of pollution such as water pollution, air pollution, sound pollution, soil pollution etc. Pollution happens every single day and it has now become the way of living. Among the many types of water pollutants such as chemical, microbiological, ground, and surface water pollutants; Oil spillsRead MorePollution Essay949 Words   |  4 PagesPollution is the introduction of harmful substances or products into the environment (Pollution, 2017). Ever since we were born there has always been a problem with harmful things on our planet. Humans have tried an enormous amount of ideas trying to help the planet. Adults tell the young kids to always recycle or to help the Earth by planting a tree. Those two ideas are spread around the entire world, but there are certain things going around that are not helping the Earth. They are called pollutantsRead MoreEnviromental Pollution785 Words   |  4 PagesEnvironmental pollution  is a term that refers to all  the ways  by which people pollute their surroundings. People dirty the air with gases and smoke, poison the water  with chemicals  and other substances, and damage  the soil  with too many fer tilizers and pesticides:  People also  pollute their surroundings in various other ways. For example, they ruin  natural beauty  by scattering junk and litter on the land and in the water. They operate machines  and motor  vehicles that fill the air with disturbing noise. NearlyRead MoreImportance Of Water Pollution Essay1176 Words   |  5 Pagescovered in water. As the Earth’s population continually increases, we are putting too much stress on our water sources. The environmental campaign organization WWF states,  Pollution from toxic chemicals threatens life on this planet. Every ocean and every continent, from the tropics to the once-pristine polar regions, is contaminated. In Indonesia, the Citarum River is the most polluted river in the world. 5 million people live in the river’s basin and many depend on the flow as their only water sourceRead MoreInadequate Sanitary Facilities At Dhaka Water And Sewerage Authority ( Dwasa ) Essay1596 Words   |  7 Pagesenvironmental threat in Bangladesh. Dhaka Water and Sewerage Authority (DWASA) can serve only for 15 to 20% of city population. In absence of the sanitation and infrastructural services, 40% having septic tank and soak pit, 15% using pit latrines and 30% using open latrines. The sewage is mostly released into low-lying areas and river water in untreated manner causing great environmental hazards. 4. Arsenic Contamination of Ground Water Arsenic in ground water poses a serious environmental hazard forRead MoreSilent Spring, By Rachel Carson1487 Words   |  6 Pagesnatural forms and habits of the plants and animals on the earth are shaped. â€Å"Said Rachel Carson, in her book silent spring, â€Å"In the environment of all invasion, air, soil, rivers and oceans are the most shocking pollution, and some of them even fatal pollution. Such pollution is largely irreversible. â€Å"The planet, which provides us food, water and shelters is being destroyed by human beings. If immediate action is not taken, we don’t know what the earth will be. We are not the last people to exist or

Friday, May 15, 2020

Describing Shylock of William Shakespeares Merchant of...

Describing Shylock of William Shakespeares Merchant of Venice When then Merchant of Venice was written, the religion in this country was Christianity. Anybody who was not of that religion was looked down upon, especially those who were Jews. They were treated despicably, so as the play starts and as Shylock is introduced as a Jew it is certain that he is going to be depicted as the lowest of the low, as being mercenary and sadistic. However, as the play progresses we see another side of Shylock, we see him as the victim of many years of Christian abuse, both verbal or physical, and we can see that his behaviour is understandable due to the persecution he has suffered. I think that Shylock is†¦show more content†¦We start to see another side to Shylock in this scene. He is about to have dinner with Antonio and Bassanio. He is telling his daughter, Jessica to look after his house. This shows Shylock to be slightly sadistic as he is keeping his daughter like a prisoner and wont let her enjoy the parade and its music as it passes their house. When Jessica runs away with the Christian, Lorenzo, taking Shylocks money with them, my dislike for Shylock is deepened. This is because he is more worried about losing his money than his daughter. He shouts, My daughter! O my ducats! O my ducats! Fled with a Christian! O my Christian ducats! This is a time when we should feel sympathy for Shylock but his sorrow of losing his ducats is far greater than his sorrow of losing his daughter, making me feel he is unloving and mercenary. However, once I start thinking that Shylock is an unloving, sadistic and mercenary villain, Shakespeare invokes sympathy for Shylock. As when Shylock says, I say my daughter is my flesh and my blood. We see that Shylock is upset about his daughter running away with a Christian. He sees this as the greatest sin against him. He is also very bitter but Solanio and Salario just makes fun of him. Once again, we can see why Shylock is so intent on revenge and why he behaves like he does. I think he is almost justified in his actions as the Christians constantly abuseShow MoreRelatedShylock in The Merchant of Venice by William Shakespeare Essay1041 Words   |  5 PagesShylock in The Merchant of Venice by William Shakespeare Shylock is certainly an interesting character made even more intriguing by Shakespeares portrayal of him. Much before the twentieth century, anti-Semitism was rife and The Merchant of Venice is a curious tale, as we are able to see how Jews were viewed in the late 1500s - especially as Shakespeares depiction was at odds with the accepted anti-Jewish prejudiced viewsRead MoreReview of The Merchant of Venice by William Shakespeare Essays1574 Words   |  7 PagesReview of The Merchant of Venice by William Shakespeare Shakespeare wrote the Merchant of Venice, it is one of Shakespeares less known plays because the original manuscripts were lost but the play did re-surface in the 1600s. In Shakespeares time there was only one Jew in EnglandRead MoreDefining Shylock from William Shakespeares The Merchant of Venice1606 Words   |  7 PagesDefining Shylock from William Shakespeares The Merchant of Venice For hundreds of years, the Jews had lived in their ancestral home- Palestine- but when they were exiled in about the year 400AD, they scattered throughout Europe and formed a Diaspora: a community of exiled people. When the Roman Empire deteriorated, many of the Jews returned to Palestine, and were ruled by the Turks, then the British, eventually got their own state in 1946. In 1066, when Jews cameRead MoreSympathizing with Shylock in William Shakespeares The Merchant of Venice1596 Words   |  7 PagesSympathizing with Shylock in William Shakespeares The Merchant of Venice In the Merchant of Venice, Shakespeare creates an atmosphere throughout the play, which causes the audience to sympathize with Shylock. Shakespeare uses key events, and dialogue to influence the audience. At the time Shakespeare wrote his plays, and they were performed, the contemporary audience would have mainly consisted of Christians. Jews were often persecuted, as they were the minority.Read MoreThe Theme of Prejudice in William Shakespeares The Merchant of Venice1168 Words   |  5 PagesThe Theme of Prejudice in William Shakespeares The Merchant of Venice In The Merchant of Venice by William Shakespeare, there are two main themes, prejudice, and loyalty. Prejudice is the more evident theme and is shown in many different aspects through the characters and plot. Shylock and Antonio demonstrate religious discrimination between Christians and Jews. Portia and her suitors display racial discrimination. The aim of this essay is to discuss the theme of prejudiceRead MoreWilliam Shakespeare s The Merchant Of Venice1532 Words   |  7 Pagesuseless dialogue can make readers skip over what seems like a false beginning to a good story. But think about this: what if those seemingly lengthy, extra, useless words were actually important? For example, the opening 115 lines of William Shakespeare’s The Merchant of Venice are provide minimal support to the story at first glance. In these lines, Antonio and his friends are discussing the dynamics of happiness and sadness in order to find the root of Antonio’s sad mood. This portion of the play givesRead More Appearance vs. Reality in Merchant Of Venice Essay1949 Words   |  8 Pagesby Portia would therefore be admired and applauded by Shakespeare’s audience and it is not surprising therefore she carries out that many deceptions. A major theme running though the play is that of Christians disliking Jews and Jews returning the feelings. Towards the start of the play Shakespeare introduces deception when Antonio (a Christian) wants a bond from Shylock (a Jew). Shylock agrees to the bond under the condition that Shylock gets a pound of Antonio’s flesh for each pound he cannot

Wednesday, May 6, 2020

An Intelligent Approach On Data Extraction And Task...

Lu Lu 11/28/2016 IE594 Process Mining Paper Reading Project An intelligent approach to data extraction and task identification for process mining Abstract This report is for IE594 Process Mining paper reading project. The selected paper was published in Information Systems Frontiers on December 2015. This report introduces the proposed intelligent approach of leveraging relevant process documents to data extraction and task identification from this paper. First of all, by using text mining techniques they analyzed those process documents. Results were used to identify the most relevant database tables for process mining. The key contribution of their approach is formalizing data extraction and task identification by using sequence kernel techniques. Their approach can help to reduce the effort and to increase the accuracy of data extraction and task identification for process mining. For the illustration purpose, a business expense imbursement case was used. In addition, the criticism of this study was discussed at the end. 1. Introduction Process mining has received tremendous attention in recent years. Process mining techniques allow for extracting information from event logs. It discovers models describing processes, organizations, and performance. Traditional process analyses are extremely labor-intensive and time-consuming because extracting useful information from massive event logs generated by various enterprise information system. Process miningShow MoreRelatedThe For Data Extraction Problem Essay1223 Words   |  5 Pagesorder, which can help process analysts quickly identify a set of attributes for data extraction. 3.3 Task identification Process lexicon discovered from process documents in the previous step can be further analyzed to discover a list of tasks in the processes. However, extracting correct relations among the process components is a difficult problem. Given the fact that task identification requires text mining to discover linguistic patterns for tasks. They define a task as a triple consistingRead MoreResearch Topics On Web Mining3383 Words   |  14 Pages RESEARCH ISSUES IN WEB MINING Dr.S. Vijayarani1 and Ms. E. Suganya2 1Assistant Professor, School of Computer Science and Engineering, Bharathiar University, Coimbatore, Tamilnadu, India 2 M.Phil Research Scholar, Computer science and Engineering, Bharathiar University, Coimbatore, Tamilnadu, India 1vijimohan_2000@yahoo.com 2elasugan1992@gmailRead MoreResearch Topics On Web Mining3326 Words   |  14 Pages RESEARCH ISSUES IN WEB MINING ABSTRACT Web is a collection of inter-related files on one or more web servers while web mining means extracting valuable information from web databases. Web mining is one of the data mining domains where data mining techniques are used for extracting information from the web servers. The web data includes web pages, web links, objects on the web and web logs. Web mining is used to understand the customer behaviour, evaluate a particularRead MoreKnowledge Discovery And Data Mining9834 Words   |  40 PagesKnowledge Discovery and Data Mining are rapidly evolving areas of research that are at intersection of multiple application areas and approaches. Today no field either it belongs to computer or not, knowledge discovery is required. The loss prediction, cost estimation, identification of market moves are the common application areas where knowledge discovery is essential. Knowledge discovery is not an individual process, instead it is the combination of various session data operatio ns that are appliedRead MoreKnowledge Management and Decision Support System6463 Words   |  26 PagesDecision Support Systems 31 Ã… ½2001. 127–137 www.elsevier.comrlocaterdsw Knowledge management and data mining for marketing Michael J. Shaw a,b,c,) , Chandrasekar Subramaniam a , Gek Woo Tan a , Michael E. Welge b c Department of Business Administration, UniÕersity of Illinois at Urbana-Champaign, Urbana, IL, USA National Center for Supercomputing Applications (NCSA), UniÕersity of Illinois at Urbana-Champaign, Urbana, IL, USA Beckman Institute, UniÕersity of Illinois at Urbana-Champaign, RoomRead MoreMultimedia Data And Its Essential Characteristics3302 Words   |  14 PagesAbstract Multimedia data mining is a popular research domain which helps to extract interesting knowledge from multimedia data sets such as audio, video, images, graphics, speech, text and combination of several types of data sets. Normally, multimedia data are categorized into unstructured and semi-structured data. These data are stored in multimedia databases and multimedia mining is used to find useful information from large multimedia database system by using various multimedia techniques andRead MoreAnnotated Bibliography On Data Mining3115 Words   |  13 PagesABSTRACT Data mining has popular technology for extracting interesting information for multimedia data sets, such as audio, video, images, graphics, speech, text and combination of several types of data set. Multimedia data are unstructured data or semi-structured data. These data are stored in multimedia database, multimedia mining which is used to find information from large multimedia database system, using multimedia techniques and powerful tools. The current approaches and techniques are explainedRead MoreAnnotated Bibliography On Multimedia Data3142 Words   |  13 PagesABSTRACT Multimedia data mining is a popular research domain which helps to extractinteresting knowledge from multimedia data sets such as audio, video, images, graphics, speech, text and combination of several types of data sets. Normally, multimedia data are categorized into unstructured and semi-structured data. These data are stored in multimedia databases and multimedia mining is used to find useful information from large multimedia database system by using various multimedia techniques andRead MoreA Comprehensive Analysis Of Data Warehouse And Olap Technology Essay3829 Words   |  16 PagesCOMPREHENSIVE ANALYSIS ON DATA WAREHOUSE AND OLAP TECHNOLOGY WITH ITS SPECIAL CONTRIBUTION IN BANKING SECTOR OF INDIA à ¤ ¡Ã  ¥â€¡Ã  ¤Å¸Ã  ¤ ¾ à ¤ µÃ  ¥â€¡Ã  ¤ ¯Ã  ¤ °Ã  ¤ ¹Ã  ¤ ¾Ã  ¤â€°Ã  ¤ ¸Ã  ¤ ¿Ã  ¤â€šÃ  ¤â€" à ¤â€Ã  ¤ ° à ¤â€œÃ  ¤ ²Ã  ¤ ¾Ã  ¤ ª à ¤ ªÃ  ¥ Ã  ¤ °Ã  ¥Å'à ¤ ¦Ã  ¥ Ã  ¤ ¯Ã  ¥â€¹Ã  ¤â€"à ¤ ¿Ã  ¤â€¢Ã  ¥â‚¬ à ¤â€¢Ã  ¤ ¾ à ¤ ­Ã  ¤ ¾Ã  ¤ °Ã  ¤ ¤Ã  ¥â‚¬Ã  ¤ ¯ à ¤ ¬Ã  ¥Ë†Ã  ¤â€šÃ  ¤â€¢Ã  ¤ ¿Ã  ¤â€šÃ  ¤â€" à ¤â€¢Ã  ¥ Ã  ¤ ·Ã  ¥â€¡Ã  ¤ ¤Ã  ¥ Ã  ¤ ° à ¤ ®Ã  ¥â€¡Ã  ¤â€š à ¤ µÃ  ¤ ¿Ã  ¤ ¶Ã  ¥â€¡Ã  ¤ · à ¤ ¯Ã  ¥â€¹Ã  ¤â€"à ¤ ¦Ã  ¤ ¾Ã  ¤ ¨ à ¤ ªÃ  ¤ ° à ¤ Ã  ¤â€¢ à ¤ µÃ  ¥ Ã  ¤ ¯Ã  ¤ ¾Ã  ¤ ªÃ  ¤â€¢ à ¤ µÃ  ¤ ¿Ã  ¤ ¶Ã  ¥ Ã  ¤ ²Ã  ¥â€¡Ã  ¤ ·Ã  ¤ £ LOCATION a) Organization/ Department where the work is to be done: Banking sector b) Geographical Area of Investigation: India â€Æ' IMPORTANCE/RATIONALE OF PROPOSED INVESTIGATION A data warehouse is a very large database system that collects, summarizes, and stores data from multiple remoteRead MoreDocument Analysis Using Latent Semantic Indexing With Robust Principal11097 Words   |  45 Pageswould like to acknowledge Director of Study Dr. Daming Shi, My Second Supervisor: Dr. David Windridge , and Dr. George Dafoulas Abstract There are numerous data mining techniques have been developed and used recently in text documents. Using and update discovered a pattern effectively is still an open research topic, especially in the text mining area. Measuring the similarity between documents is an important operation in the text processing field. Latent Semantic Indexing (LSI) will be adapted to

Tuesday, May 5, 2020

Management & Leadership Business Research

Question: Discuss about theManagement Leadershipfor Business Research. Answer: Introduction Today organizations have realized the importance of effective leaders at top position. Therefore, it is important that organizations should have effective leaders that can take the important decision for organizations. It is also important that leaders should be able to understand the cultural barriers. The need of cultural barriers increases for the organizations that have to operate in a multicultural environment. It is expected that organizational would not only look for managers but also for leaders that can actually make a difference in the organization. The business research topic for this research work is to understand the differences between management and leaders for multinational organizations. The literature suggests that it is very possible and desirable for organization to want and desire a leader and manager to be one person. A manager oversees and monitors, and maintains the day-to-day operation. A leader on the other hand has vision, directs and helps others move toward the change process. A leader takes on more reasonability, to ensure that the mission and values are aligned with the organization and upheld within the change process. Managers are administrators, and leaders are visionaries (Pluknette, 2014). There are many challenges that a leader may be faced with. For example, being respected and to be liked, balancing the needs of the organization and the needs of people, and maintaining focus. A manager may be faced with many things, and some similar to leaders. A manager may be faced with, bringing out the best in their employees, responding to a crisis, and continuous improvement. One of the biggest challenges that a leader may encounter is resistance. One of t he biggest challenges that a manager may encounter is lack of employee support, involvement and motivation. Many organizations have rigorous training programs to ensure that all managers and leaders can manage and lead effectively to benefit the organization. Organizations have put forth a conscious effort to combine or create a management and leadership position. Providing the proper training and tool to allow successful and effective management and leadership. This research would focus on the differences between management and leadership. The research would also focus on the impact of effective leadership for multinational organizations (Coviello, 2015). The specific research questions of this research work can be discussed as below: Research Questions What are the key differences between management and leadership? What is the impact of effective leadership strategies on business operations of multinational organizations? What kind of leadership strategy suits well for the multinational organizations that operate at a global level? Research Methodologies Techniques Miao, Newman, Huang (2014) describe the need to lead in a participatory leadership fashion creating trust in two areas; emotional and cognitive focus. Emotional trust relates to the relationship and behaviors between the leaders and the subordinate with a genuine care between the two. Cognitive trust refers to work related issues, building confidence, capabilities, reliabilities and integrity. When the leaders encompass both and strengthen employee trust the work product will increase with the effectiveness of the employee. As a leader there are always challenges and success (Hubbard Lindsay, 2013). Challenges that could arise for a leader related to the four functions of management of planning, organizing, leading and controlling. The research would start an initial hypothesis of null hypothesis. The initial hypothesis of this research work can be discussed as: Research Hypothesis The initial research hypothesis of this research work is that effective leadership in an organization improves the organizational productive levels. This research work has one independent variable and one dependent variable (MacKinnon Coxe, 2012). The dependent and independent variables for this research work can be discussed as: Independent variable: The effectiveness of leaders at top position within global and multinational organizations Dependent variable: The employee productivity is the dependent variable in this case. It is crucial that researcher should have a strong understanding of assumptions and limitations as these limitations acts as the boundary of the research work. The assumptions of this research work can be discussed as: Assumptions / Limitations This research would be done for large and multinational organizations. These are the organizations that have a global presence. The large and global organizations are selected for this research work, as it is easy to get the data for large organizations as compared to small organizations. This research work focus on the top and senior position of leaders within the organization. The research methods would be a combination of primary research and secondary research. These methods can be discussed in detail as below: Primary Research Methods The first step of the primary research is to have a sample size. For this research work, stratified sampling method would be used. There would be three strata or three groups (Harrison, 2013). There would be close to 35 people in each of the group. The total sample size for this research work would be 100. The participants in each of three strata or groups can be described as: Group 1/ Strata 1: The employees who work in multinational organizations Group 2/ Strata 2: The management or leaders in multinational organizations Group 3/ Strata 3: The people from board of directors The primary research would use quantitative research methods. An online questionnaire would be developed to collect the responses from people. The questionnaire would have close to 20 questions. Secondary Research Methods The secondary research would be completed through literature review. The literature review would also be a critical part of this research work. The sources from the literature would be used to complete the research. A number of studies have been published in the area of employee motivation and employee productivity (Erickson, 2012). As a part of literature review the peer review journals would be used. There are lot of articles and research in the library database and these articles would be a great source of information. This process for this research work can be discussed as: Research Process There would be five key phases of this research work. The various phases of the research can be discussed as: Problem Identification phase The problem identification phase would be the first phase of this research work. This research would focus to understand the differences between management and leaders for multinational organizations. Background Study and Research Questions formulation There are three key research questions in this research. These questions are: What are the key differences between management and leadership? What is the impact of effective leadership strategies on business operations of multinational organizations? What kind of leadership strategy suits well for the multinational organizations that operate at a global level? Secondary Research The secondary research would be mainly focused on literature review. The insights from the existing literature would be used to complete the secondary research for this research work (Massis Kotlar, 2014). Data Collection and Data Analysis The data collection and data analysis would follow the stages of primary research and secondary research. The data collected through primary research would be quantitative and the data collected through secondary research would be mainly qualitative in nature (Pickard, 2013). The tools like SPSS and Microsoft Excel could also be used to analyze the data. The raw data would be compiled to get meaningful insights. Results Conclusion The results and conclusion would be the last section of the research work. In this phase, the focus of the researcher would be to develop the research report and share the results with required stakeholders. Data Collection Analysis Methods The data collection and data analysis would follow the stages of primary research and secondary research. The data collected through primary research would be quantitative and the data collected through secondary research would be mainly qualitative in nature (Pickard, 2013). The tools like SPSS and Microsoft Excel could also be used to analyze the data. The raw data would be compiled to get meaningful insights. Expected Research Outcome It is expected that with this research work, the researcher would be able to establish the relationship between leadership skill at senior position and organizational productivity. References Coviello, N. (2015). Re-thinking research on born globals. Journal of International Business Studies, 46(1), 17-26. De Massis, A., Kotlar, J. (2014). The case study method in family business research: Guidelines for qualitative scholarship. Journal of Family Business Strategy, 5(1), 15-29. Erickson, F. (2012). Qualitative research methods for science education. In Second international handbook of science education (pp. 1451-1469). Springer Netherlands. Harrison, R.L., 2013. Using mixed methods designs in the Journal of Business Research, 19902010. Journal of Business Research, 66(11), pp.2153-2162. Hubbard, R., Lindsay, R. M. (2013). From significant difference to significant sameness: Proposing a paradigm shift in business research. Journal of Business Research, 66(9), 1377-1388. MacKinnon, D. P., Coxe, S., Baraldi, A. N. (2012). Guidelines for the investigation of mediating variables in business research.Journal of Business and Psychology,27(1), 1-14. Miao, Q., Newman, A., Huang, X. (2014). The impact of participative leadership on job performance and organizational citizenship behavior: Distinguishing between the mediating effects of affective and cognitive trust.The International Journal Of Human Resource Management,25(20), 2796-2810. Plucknette, D. (2014). 4 differences between managers and leaders. Plant Engineering, 68(10), 16-18.