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Grounded Theory - Lecture No. 3 - Advanced Research Method

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Grounded Theory is a method of research in which you develop a theory from Concepts that emerge through observations.<br />
<h3>
History</h3>
In the 1960s, positivism dominated the social sciences. Many social scientists (sociologists, economists, political scientists, researchers of marketing and advertisement, management and business etc.) were drawn to methods that involved hypothesis testing, statistical manipulations, mathematical modeling or computer analyses. Statistics and experimental design dominated the research.<br /><br />
<h3>
Data collection Technique</h3>
Drawing repeated sampling until no new concepts emerge  … and Constant-comparative method of coding.<br />This approach was developed by Glaser & Strauss in “ The discovery of grounded theory” (1967).  <br />Just keep in my mind that the words like method, techniques, approach are used interchangeably meaning more or less the same.<br />
<h3>
Features of GT Method</h3>
Theoretical sampling, sensitivity and saturation.<br />Constant comparison method .<br />Specific ways of coding (open, axial, selective).<br />In other words, Collecting data, coding data and analyzing data is multidimensional rather than linear. On how in business research, see: O’ Reilly et al. (2012) in Organizational Research Methods . <br />
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<b>Theoretical sampling</b> involves a series of samples and analyzing data simultaneously until no new idea emerge and the sample is said to be saturated.<br />
<br />Samples are not limited to participants. They can include events, particular time periods etc.<br />
<br />Examples: observation of work relations in an office, shop-floor at various hours of the work  during day or a night-shift etc. <br /><br /><b>The Theoretical Sensitivity</b> is achieved by falling on existing literature during data analysis phase – until concept saturation.<br />
<br /><b>Constant ComparisonMethod</b> is that you compare the data from one interview or observations with data from another interview or observation. This process is supposed to adjustment of the tentative theoretical categories as the new data are collected and thus leads to saturation . <br /><br /><b>Open Coding</b> is based on the concept of data being ‘cracked open’  as a means of identifying relevant categories. Axial coding is most often used when categories are in an advanced stage of development, and selective coding is used when the ‘core category’ or the central category that correlates other categories in the theory is identified and related to other categories. <br /><br />This lecture is provided by Sir, Mustafa Kamal, for complete lecture kindly pdf file given below.<br />
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Grounded Theory - Lecture No. 3 - Advanced Research Method

Grounded Theory is a method of research in which you develop a theory from Concepts that emerge through observations. History In the 1...

Case Study - Lecture No. 3 - Advanced Research Method

Amaar 1 ARM 12:17 AM

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<h3>
What is Case Study? </h3>
Case study approach is in-depth examination of a particular case e.g. a program, project, work unit, managerial practices and routines, introduction and sales of a new product etc.<br /><br />The researcher applies multiple perspectives to the related complexity of the Case in focus.<br />It is up to the researcher to identify the case  and to set limits or boundaries. <br /><br />Case study is often combined with some other researcher methods, quantitative and/or qualitative. Especially if it is business development and processes, marketing research, policy implementation etc.<br />Case study is often about a single entity that could be single individual or entire business.<br />Business schools use case study from real life. Product designers use it to examine new products.<br /><br />What is a case? A case can be limited to characteristic , trait or behaviour i.e., of an administrator in an office or a production unit in a large corporation, distributors or salesmen/women in a particular region.<br /><br />It can also be a limited to one type of situation, if the situations are special or unique. However, what is studied is critical to the design, analysis, and interpretation.  <br /><br /><br /><br />
<h4>
Distinguishing Features</h4>
Objective is to is to increase knowledge and bring about change in what is being studied<br />Empirical inquiry<br />Contemporary phenomenon<br />Real-life context<br />Two elements: the subject of the case (the thing of the study) and object of the study (the theoretical or analytical frame).<br /><br />
<h4>
How to select a case?</h4>
Typical<br />Exemplary<br />Unique, atypical or extreme<br /><br />You never go for an average because you want to go in depth about you case not for generalization of the whole ‘class of things’ being studied. <br /><br /><br />
<h4>
Examples from business</h4>
<b>Typical:</b> a retail business that operates in a strip mall location and that has average yearly sales of X rupees. <br /><b>Exemplary or model case:</b> a retail business that operates in a multiplex mall with yearly sales far in excess of typical sales of businesses of this type.<br /><b>Unusual or unique:</b> a retail business that offers a specialized product not normally available in typical shops or stores.<br /><br /><br />
<h3>
QA methods presented so far</h3>
<b>Ethnography</b><br />Questions/purpose: Study of cultures<br />Key Elements: In-depth observations in field<br />Other issues: Gaining access. Time-consuming<br /><br /><br /><b>Grounded Theory</b><br />Questions/purpose: Theory emerges from data<br />Key Elements: Theoretical saturation. Constant comparative coding<br />Other Issues: Closely aligned with post-positivist and traditional approaches <br /><br /><br /><b>Phenomenology</b><br />Purpose: Study of lived experiences <br />Key Elements: Interviews to determine essence of lived experiences, philosophical<br />Other issues: Understanding philosophical basis<br /><br /><br /><b>Case Study</b><br />Purpose: Study of particulars, details<br />Key Elements: A limited and bounded case, Key informants <br />Other Issues: Identifying key players, getting access to documents.<br />
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Case Study - Lecture No. 3 - Advanced Research Method

What is Case Study? Case study approach is in-depth examination of a particular case e.g. a program, project, work unit, managerial pr...

Tools for Innovation Management - Lecture No. 5

Amaar 0 TIM 10:53 PM

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Asalam o Alaikum Dear friends, In this post I am going to share lecture no 5th named Tools for Innovation Management. This lecture is provided and taught by Mam, Iffat Naqvi.<br />
Below are some Main points which I am going to mention, and for complete lecture download link is given below.<br />
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Innovation management includes a set of tools that allow managers and engineers to cooperate with a common understanding of processes and goals.<br /><br />
<h3>
General Innovation Tools:</h3>
brainstorming, Benchmarking,Business Process Reengineering, Chain Management, Technology Audit, Technology Forecast, Value Analysis.<br /><br />
<h3>
Managerial Innovation Tools:</h3>
Failure Mode Effect Analysis<br />Peer Evaluation<br />Peer Building<br />ISO 9000<br />Total Productive Maintenence<br /><br />
<h3>
Product Innovation Tools:</h3>
Design for X, Quality Function Deployment.<br /><br />Process Innovation Tools:<br />Design for Manufacture and Assembly<br />Lean Thinking<br />Continous Improvement<br />Just in Time<br />Concurrent Engineering<br /><br /><br />Conducting Final Reviews of the project with management and customers to understand what went right and what went wrong in order to improve for the next project.<br />Determine the strengths and weaknesses of project deliverables, the proceses used to create them and the project management processes.<br /><br />
<h3>
POST IMPLIMENTATION REVIEW (PIR)</h3>
<br />A post implementation review pir is conducted after completing a project. It's purpose is to evaluate whether project objectives were met, to determine how effectively the project was run, to learn lessons for the future, and to ensure that the organization gets the greatest possible benefit from the project.<br /><br />
<h3>
How do they work:</h3>
On the positive side, post project reviews work well when there is a structured framework against which to examine the project, exploring the degree to which objectives were met, the thing which went well and those which could be improved, the specific learning points raised and the ways in which they can be capture and codified into procedure which will move the organization forward in terms of managing technology in future.<br /><br />
<h3>
How Does they Work:</h3>
A checklist for successful PPRs would include:<br /><br />Ensure involvement of all perspectives<br />Collect relevant facts and work with these not opinions.<br />Ensure objectives, non-judgemental, blame free environment.<br />Employ a facilitator to manage the process of the review.<br />Ensure some capture of knowledge for next time what action could we take and how can we systematically ensure they take place?<br />Define Measure to Detect and Moniter Progress.<br /><br /><span style="font-size: medium;"><b>For More MBA Subject notes click on <a href="https://studentsexplore.com/" target="_blank">Students Explore</a></b></span><br /><span style="font-size: small;"><br /><br /></span><div><span style="font-size: large;">You May Also Read:  </span><a href="https://studentsexplore.com/marketing-management-explained-with-philosophies/" rel="bookmark" style="border: 0px; color: #1e73be; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-line: none; transition: all 0.2s ease 0s; vertical-align: baseline;"><b><span style="font-size: medium;">Marketing Management Explained with Philosophies</span></b></a></div><div><span style="font-size: medium;"><span>You May Also Read:  </span><a href="https://studentsexplore.com/accounting-method-and-its-types/" rel="bookmark" style="border: 0px; color: #444444; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-line: none; transition: all 0.2s ease 0s; vertical-align: baseline;" target="_blank"><b>Accounting Method and its Types</b></a></span></div><div><span style="font-size: medium;"><span>You May Also Read:  </span><a href="https://studentsexplore.com/terminology-of-accounting-and-bookkeeping-records/" rel="bookmark" style="border: 0px; color: #1e73be; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-line: none; transition: all 0.2s ease 0s; vertical-align: baseline;"><b>Terminology of Accounting and Bookkeeping Records</b></a></span></div><div><span style="font-size: medium;"><span>You May Also Read:  </span><a href="https://studentsexplore.com/4ps-of-marketing-mix-explained-simply/" rel="bookmark" style="border: 0px; color: #444444; font-family: inherit; font-stretch: inherit; font-style: inherit; font-variant: inherit; line-height: inherit; margin: 0px; padding: 0px; text-decoration-line: none; transition: all 0.2s ease 0s; vertical-align: baseline;"><b>4Ps of Marketing Mix Explained Simply</b></a></span></div><div><h2 class="post-title entry-title fittexted_for_post_titles" style="background-color: white; border: 0px; color: #444444; font-family: Poppins, sans-serif; font-size: 23.6px; font-stretch: inherit; font-variant-east-asian: inherit; font-variant-numeric: inherit; font-weight: 400; line-height: 1.5em; margin: 0px 0px 10px; overflow-wrap: break-word; padding: 0px; vertical-align: baseline;"><br /></h2></div><br />
<h3>
The Element Good Review:</h3>
Identify Items that were done well<br />Identify Itmes that could Improve<br />Identify Items that were broken<br />Decide Action Plans<br /><br />
<h2 style="text-align: center;">
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Tools for Innovation Management - Lecture No. 5

Asalam o Alaikum Dear friends, In this post I am going to share lecture no 5th named Tools for Innovation Management. This lecture is pro...

Innovation Network - Lecture No. 4 - Tools for Innovation Management

Amaar 0 TIM 2:49 PM

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Asalam-o-Alaikum Dear Friends, In this post I am going to post lecture no.4 Innovation Network of Subject Tools for Innovation Management, which is provided by Mam, Iffat naqvi. Here I am writing some basic concept and for detail you have to download the full ppt file given below.<br />
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<h3>
Innovation Network</h3>
Innovation is occurring everywhere means around the globe throught creation of communities and creating networking either social or task networking but it creates a lots of network for innovation and bring up those innovation in the market place. Basically Networks are created for innovation.<br /><br />
<h3>
Task Network</h3>
Task Network involves the exchange of related or specific job-related task resources including information, expertises, advice, skill, political access, and material resources.<br />
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<h3>
Social Network</h3>
Social Network involves the relationship characterized by the higher level of closenes and trust than those who are exclusively task related. They usually consist of people who share a common background or interest.<br />
<br />Since people have more leeway in choosing their friends than their co-workers, these networks tends to be less closely determined by formal organizational arrangement and work assignment.<br />
Social Network however play a critical role in mobilizing resource, transmitting information and providing peer coaching.<br />
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Networks made up of nodes (vertices) and links(ties,edges).<br />Nodes are actors,agent or object like people, organization,agencies, documents etc..<br />Links are the relationship that connects the nodes.<br />
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Regional innovation cluster are geographically concentrated but also ties to distant actors.<br /><br />We’re drowning in knowledge spaghetti. Something like 1,500 billion dollars is spent every year on R&D around the world. This means that no matter what we do ourselves, we are barely scratching the surface of what is actually happening outside the organization, in all kinds of adjacent and potentially related areas.<br /><br />We have very good market and consumer knowledge for about 1 billion people - we know their needs, their behaviors, desires, etc. But there are 6 billion people who we don’t have any good understanding of, and these are members of the emerging markets, where we lack good connections and good knowledge; they are not part of our knowledge spaghetti, but to innovate in the future, they need to be.<br /><br />
<h3>
Why do we need to creates Networks:</h3>
<b>Collective efficiency:</b><br />Access to resources through shared exchange process<br />Cluster Model e.g. Italy, Spain<br /><b><br />Collective learning:</b><br />Learning networks<br /><br /><b>Collective risk taking:</b><br />Pre-competitive consortia, High-risk R&D<br /><br /><b>Interactions of different knowledge sets.</b><br /><br />
<h3>
How Networks are Configured:</h3>
<b>Size</b> – actors, links<br /><b>Diversity</b> – the number of types of actors and types of linkages<br /><b>Stability</b> – the degree to which a network change over time<br /><b>Centrality</b> – well connecteness of individual<br /><b>Openness</b> – how many links it has with external actors<br /><br />
<h3>
Types of Innovation Networks:</h3>
Entreprenuer Based<br />Spatial Cluster<br />Internal Project Team<br />Communities of Practices<br /><br />
<h3>
What are the Network Issues for Innovation:</h3>
If you have more connections, then it means you have more and better flow of network of inforamtion, advice, skill etc..<br />
<br />However, Conections are expensive to maintain so manage a network involves trading off the cost of building links against performance.<br />
<br />Most Network analysis focus on structure rather than quality of tie.<br /><br /><br /><a href="https://drive.google.com/open?id=17eEiBD7z-ZYQLRQL-Wo3Tj6nw069rIBo" target="_blank"><br /></a><br />
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Innovation Network - Lecture No. 4 - Tools for Innovation Management

Asalam-o-Alaikum Dear Friends, In this post I am going to post lecture no.4 Innovation Network of Subject Tools for Innovation Management...

Developing an Innovational Strategy - Lecture No. 3 - Tools for Innovation Management

Amaar 0 TIM 3:33 PM

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Asalam o Alaikum Dear Friends, In this post I am going to share a lecture no. 3 Developing an Innovational Strategy of Tools for Innovation Management which  we have been taught by Mam, Iffat Naqvi. This Lecture is also provided by Mam. Iffat Naqvi. Here I am going write some points regard this lecture and complete lecture could be downloaded below given <br />
<h3>
What is Rational Strategy?</h3>
Rational Strategy describes, understand and analyse the environment, Rational Strategy Determine course of action in the light of the analysis and to carry out decided action of those courses of action.<br />
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<h3>
Rationalist Strategy Inlcudes</h3>
Large scale corporation R&D operating in multi-division, multi-product, multi-market context.<br />
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It inlcudes strategic choices or tradeoffs along a variety of dimensions like types of technological innovation, The specific technologies to develope and the timing or positioning of technology to introduce into the marketplace.<br />
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There are a number of complex internal strategic activities include allocation of technological resources, and monitoring and evaluation of technological undertakings.<br />
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<h3>
Rational Strategy Process</h3>
To create Design first then start developing that design, adjust the design and test, retest the design and then in finally operate it.<br />
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<h3>
Incremental Strategy Process</h3>
Symptoms, Diagonosis, Treatment, Diagnosis, Adjust Treatment, Cure.<br />
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<h3>
Leadership & Followership</h3>
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<span style="font-size: large;"><b>Leadership:</b> </span>The process of guiding & directing the behavior of people in the work environment.<br />
Formal Leadership: The officialy sanctioned leadership based on the authority of formal position.<br />
Informal Leadership: The unofficial leadership accorded to a person by other members of the organization.<br />
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<span style="font-size: large;"><b>Followership:</b> </span>The process of being guided & directing by a leader in the work environment.<br />
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According to Porter, Firm must also decided between two market strategies:<br />
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<span style="font-size: large;"><b>Leadership:</b></span><br />
Where the firms aim at being first to market (this requires a strong corporate commitment to creativity and risk taking)<br />
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<span style="font-size: large;"><b>Followership: </b></span>Where the firms aim at being late to market, based on imitating from leaders (this requires a strong commitment to competitor analysis and intelligence, to reverse engineerign).<br />
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<h3>
Technological Leadership:</h3>
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Porter suggested four generic business model that could be followed in order to gain competitive advantage.<br />
The Differentiation Leadership and Cost Leadership strategies seek competitive advantage in a broad range of market industry segment.<br />
By Contrast, The differentiation Focus and Cost Focus strategies are best used in narrow market or industry.<br />
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<h3 style="text-align: center;">
<a href="https://drive.google.com/open?id=1TJeiGMO0mQTcn_bsADkUIv6hzo8LeySc" target="_blank"><span style="font-size: x-large;">Click Here to Download</span></a></h3>

Developing an Innovational Strategy - Lecture No. 3 - Tools for Innovation Management

Asalam o Alaikum Dear Friends, In this post I am going to share a lecture no. 3 Developing an Innovational Strategy of Tools for Innov...

Coca Cola Failed in Strategy

Amaar 0 assignment 12:45 AM

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Coca-Cola Company proclaimed a alteration to its nearly century-old secret formula 1985. The new Coke would have a smoother, sweetened taste -- similar to Diet Coke, but sweetened with corn syrup. Market researchers and investigators were sure it'd be a hit.<br />A poll showed that only 13 percent of soda drinkers liked the new Coke. The pop was a bust of epic proportions. Pepsi took full benefit by launching a profitable featuring a girl who asked: "Somebody out there tell me why Coke did it? Why did Coke change?<br />
<br />"Fans weren't upset -- they were angry. So fervent were Coke drinkers that they propelled grassroots movements across the country to force Coca-Cola to fetch back the original Coke.<br />Coca-Cola was number one at the time, but Pepsi was gaining crushed and cutting into Coke's precious market share.<br />
<br />Eventually the pressure from the fans and the press became too much. Due to that pressure Cocal Cola’s Owners organize press conference and said,  We're getting it back, the original taste of Coca-Cola returns as Coca-Cola Classic and soon America will have a real choice.<br />The simple fact is that all of the time and money and ability poured into consumer research on a new Coca-Cola could not extent or reveal the depth and abiding emotional attachment to original Coca-Cola felt by so many people,"<br />
<br />Due to this strategy, Pepsi got full competitive advantage of that coca cola company and coca cola obviously had lost some market share. Coca Cola also lost some people’s trust due to emotions with coca cola product.<br />

Coca Cola Failed in Strategy

Coca-Cola Company proclaimed a alteration to its nearly century-old secret formula 1985. The new Coke would have a smoother, sweetened ta...

What is Location Equity

Amaar 0 marketing management, Presentations 1:21 AM

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<h2>
What is Location Equity?</h2>
Location equity is usually used by investor who want to start a new business because investor want to know that where should we invest our capital or equity. It’s central corporate question that why and where should firm issue equity. Numerous studies indicate that investors are better able to obtain information on nearby companies. I posit that costs in generating information will be higher for rural firms with few investors in their proximity, than for urban firms with many nearby investors. As predicted, I find that rural firms are less likely to conduct seasoned equity offerings than firms located in urban areas.<br />Several studies demonstrate that investors earn higher returns on investments in local companies than on investments in more distant companies. Put another way, being located far from a company may put an investor at an information disadvantage that is clearly measurable in returns. Other studies show that security analysts who are located closer to a company produce more accurate earnings forecasts than analysts who are located at a greater distance. It may, therefore, be easier for urban firms to raise money by selling equity, and they may be more likely to return to the equity market for additional capital.<br />A rural location may make a potential issuer undesirable to the best underwriters for two reasons. First, a rural location may make it more difficult or expensive for underwriters to gather information on issuers. Investment bankers, lawyers, and auditors would be forced to spend more time traveling to conduct needed due diligence.<br />Investment bankers provide less analyst coverage for rural firms than similar urban companies. Second, selling a rural issue may be more difficult because the investment banker’s clients are less likely to be familiar with the firm. Under these circumstances, a rural issuer is likely to be forced to go with an underwriter who cannot be as selective.<br />

What is Location Equity

What is Location Equity? Location equity is usually used by investor who want to start a new business because investor want to know tha...

Managerial Economics - Advanced Demand Analysis - Demand Function, Total Average and Marginal Revenue

Amaar 0 ME 3:14 AM

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Asalam 0 Alaikum dear friends, How are you? I hope you all are fine. 
friends in this post I am going to upload a post regard subject of 
Managerial Economics and topics will be covered are Advanced Demand 
Analysis, Demand Function and Total Average and Marginal Revenue.<br />
<h3>
<br /></h3>
<h3>
Advanced Demand Analysis</h3>
<b>Demand </b><br />
Demand Quantity of product that a consumer(group) is willing and able to purchase in a given time period at a given price level.<br />Demand = Desire + willingness + ability to purchase<br /><br />Desire for a product.<br />Willing to pay for it.<br />Able to pay.<br />
<br />
<b>Demand analysis</b>
 is to discover or determine the customer requests for a product in a 
particular market in specific time period considering all possible 
factors. <br />It helps Managers to forecasting future demand for a product.<br />It helps Managers to estimate future sale volume.<br />Ultimately it helps in decision making and price setting.<br />
<br />
<h3>
Law of Demand</h3>
Law of Demand  states that quantity demanded will increase if price fall in given time period and vice versa. <br />The law of demand describe the inverse relationship of price and quantity demanded keep other things constant<b>.<br /><br />Demand schedule</b>
 a table showing the quantities of a good that a consumer is willing and
 able to buy at the prevailing price in a given time Demand function: is
 a function that describe how much of a commodity will be purchased at 
the prevailing prices of that commodity and related commodities, 
alternative income levels, and alternative values of other variables 
affecting demand.<br />
<br />
<b>Demand Function:</b> It states the 
(functional/mathematical) relationship between the demand for the 
product ( dependent variable) and its determinants ( independent 
variables).<br />
Qd X = f (Px , Pr , Y, T, Ey , Ep , Adv….)<br />
<b>Where, </b><br />Qd X = quantity demanded of good ‘X’ <br />Px   =  the price of good X <br />Pr   =  the price of a related good(Substitutes/Complementary) <br />Y     =  income level of the consumer <br />T    =   taste and preference of the consumers <br />E y   = expected Future income <br />E p   = expected Future price <br />Adv  = advertisement cost, etc.<br />
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<h3>
Market Demand Curve</h3>
The market demand curve is the sum of the individual curves of all consumers in the market of a good.<br />The market demand curve is graphically obtained by adding for  the same price of all individual demand curves :<br />The market demand curve moves to the right as more consumers enter the market.<br />All variables affecting the individual demand curves also affect the market demand curve.<br /><br />The
 Price of good, The Price of a related good, Income level of the 
Consumer, Taste and Preference of the Consumers, Expected Income, 
Expected Price, Advertisement costs… all are called determinants of 
demand.<br />The Demand Curve will shift(either forward or backward) by change in these determinants.<br />
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<h3>
Determinants of Demand</h3>
Price of the good<br />Price of related goods<br />Consumer’s Income<br />Taste, preference, fashions and habits<br />Population<br />Weather Condition<br />Advertisement and Salesmanship<br />Consumer’s future price expectation<br />Government policy (taxation)<br />
<h3>
Types of Demand</h3>
Direct and indirect demand<br />
Derived demand and autonomous demand<br />
Durable and non durable goods demand:<br />Firm and industry demand<br />Total market and market segment demand<br />Short run and long run demand<br />
<br />
<h3>
Elasticity of Demand</h3>
Elasticity
 of Demand: Demand elasticity refers to how sensitive the demand for a 
good is to changes in other economic variables, such as the prices and 
consumer income.<br />Demand elasticity is calculated by taking the 
percent change in quantity of a good demanded and dividing it by a 
percent change in another economic variable.<br /><br />
The elasticity of demand may be as follows: <br /> Price Elasticity <br /> Income Elasticity and <br /> Cross Elasticity<br />
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" width="320" /> </div>
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<b>For example</b><br />Quantity demanded is 20 units at a price of 
Rs.500. When there is a fall in price to Rs. 400 it results in a rise in
 demand to 32 units.<br /><br />%age change in demand = (32-20)/20 = 12/20<br />%age change in price = (500-400)/500 = 100/500<br />PED = (12/20)/(100/500) = 3</div>
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<h3>
The Determinants Of Price Elasticity Of Demand Nature of the commodity</h3>
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Extent of use<br />Range of substitutes<br />Income level<br />Proportion of income spent on the commodity<br />Urgency of demand / postponement of purchase<br />Durability of a commodity<br />Purchase frequency of a product/ recurrence of demand<br />Time<br />
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Managerial Economics - Advanced Demand Analysis - Demand Function, Total Average and Marginal Revenue

Asalam 0 Alaikum dear friends, How are you? I hope you all are fine. friends in this post I am going to upload a post regard subject of ...