Marketing-Case Study

profiletrilab2004
article_2topic_4.pdf

Journal of Management and Marketing Research

Linking marketing activities, Page 1

Linking marketing activities to shareholder value: philosophical and

methodological issues

Jin-Woo Kim

University of Texas at Arlington

Michael Richarme

University of Texas at Arlington

ABSTRACT

The stream of marketing-finance interface has provided justification for marketing’s

important value in the business world. However, little attention has been paid to address

philosophical and methodological issues and to provide scientific rationales of marketing-finance.

Therefore, the authors strive to address several philosophical and methodological issues in the

marketing-finance interface research stream. The marketing-finance interface research appears

to adopt a relativistic approach, seeking to apply rigorous empirical methods and secondary

large-scale archival data for higher external validity. Recommendations for solidification of

philosophical and methodological foundations are provided.

Keywords – Marketing-Finance interface, Marketing Metric, Firm valuation, Research

Methodology, External validity

Journal of Management and Marketing Research

Linking marketing activities, Page 2

INTRODUCTION

Prior marketing research has focused on the relationship between firm capabilities and

actual consumption market performance measures such as market share, brand awareness, and

customer satisfaction. For example, if a firm changes its advertising strategy in an effort to

improve advertising effectiveness, it generally seeks consumer based brand awareness or market

share as a positive outcome (Lovett and MacDonald, 2005).

In recent years, as there has been a call for more financial accountability in marketing,

many scholars have focused on the marketing-finance interface (Hyman and Mathur, 2005). The

marketing-finance interface approach, a relatively new research stream, is a macro-level focus

that examines the relationship between firm level advertising spending and firm level financial

performance. As companies have grown to realize that consumers are not the advertising target

audience but also investors (Kim and Morris, 2003), researchers examining the marketing-

finance interface researchers maintain that advertising effectiveness should be measured with

firm’s sales and stock market valuation. Unlike previous research on advertising effectiveness

mentioned above, financial value of advertising can be approximated with appropriate marketing

mix modeling statistical methods.

As shown in Figure1, the marketing-finance interface can be defined as consisting of

three components, marketing variables, finance related factor and methods. In other words, the

marketing-finance interface seeks to find the relationship between marketing variables and

finance variables using a variety of advanced statistical methods. The marketing-finance

interface develops the relationship between marketing related factors and finance outcome at the

firm level. The marketing-finance interface refers to a research domain that investigates the

relationship between marketing input activities and financial outputs and vice versa. It starts with

the basic assumption that marketing activities create financial value based on market-based asset

theory, customer equity theory, brand equity theory, and product life time value theory.

Basically, marketing is involved with the task of developing and managing market-based

assets. Market-based assets include customer relationships, channel relationships and partner

relationships. These market-based assets influence shareholder value by accelerating and

enhancing cash flows, reducing the risks of cash flows, and increasing the value of cash flows

(Srivastava, Shervani & Fahey, 1998).

The stream of the marketing-finance interface makes it possible to provide justification

for marketing’s value as a functional discipline in the business world. However, little attention

has been paid to identify philosophical and methodological issues and to provide scientific

rationales for the marketing-finance interface. Therefore, the authors review the existing

literature of the marketing-finance interface and strive to address several philosophical and

methodological issues in the marketing-finance interface research stream.

RELATIVISTIC MOTIVATION

Hunt asserted that marketing should not adopt relativism as a philosophy of science by

arguing that relativism cannot distinguish science from non-science (Hunt, 1984). However, the

marketing-finance interface appears to start with a relativistic approach. According to Peter and

Olson, the relativist researcher holds that “science is subjective,”and that “scientific knowledge

is relative to a particular context and period of time in history.” (Peter & Olson, 1983).

Given this description of the basics of relativism, the marketing-finance interface appears

Journal of Management and Marketing Research

Linking marketing activities, Page 3

to support concepts that are marketing-dependent finance dynamics. In other words, the existing

framework for finance research was perceived to be restricted within definitional boundaries, but

the marketing-interface attempts to integrate those two disciplines into one coherent relativistic

framework.

Srivastava and his colleagues develop a conceptual framework that makes explicit the

contribution of marketing to shareholder value. Also, they advance the notion of market-based

assets as a principal bridge between marketing and shareholder value and provide rationale and

justification for a marketing contribution to improvement of financial performance for the firm.

Potential measures of financial performance created by marketing are offered for future

empirical study (Srivastava et al., 1998). Nine major propositions are developed as to how

marketing creates shareholder value, including the impact of brand equity, customer equity,

customer satisfaction, research and development (R&D) and product equity, and specific

marketing-mix actions on the formation of value (Srinivasan et al. 2008).

First, with respect to customer satisfaction, the relationship between customer satisfaction

and stock prices suggests customer satisfaction leads to excess returns, and that satisfied

customers are economic assets with high return/low risk (Fornell, Mithas, Morgeson III, &

Krishnan, 2006). Higher levels of customer dissatisfaction harm the firm’s future stock returns,

leading to a conclusion that reducing customer dissatisfaction can boost a firm’s stock returns

(Luo, 2007). The effects of both customer satisfaction and customer complaint on the stock

value gap of firms are also addressed (Luo & Homburg, 2008). Customer satisfaction is related

to stock prices, on the basis of abnormal portfolio returns compared against the risk-adjusted

benchmark portfolio (Luo & Nguyen, 2008).

Second, product quality and new product development are found to have impacts on

financial performance. The impact of product quality on stock market value is assessed using an

event study that examines how information about the quality of the new products of a firm

affects abnormal returns (Tellis & Johnson, 2007). The magnitude of the economic impact of

being late to the market by analyzing a sample of 101 new product delay announcements made

by firms indicates the importance of managing product development effectively (Hendricks &

Singhal, 1997). The short- and long-term impact of marketing actions on financial metrics are

investigated, including top-line, bottom line, and stock market performance by comparing the

effects of new product introductions and sales promotions on the firm’s performance and

investor’s performance (Pauwels, Silva-Risso, Srinivasan, and Hanssens, 2004).

Third, advertising and R&D are regarded as critical factors that influence financial

returns. The stock price is shown to incorporate the investor’s unbiased beliefs about the value

of R&D (Chan, Josef & Sougiannis, 2001). Empirical evidence for the long-term benefit of

R&D in terms of stock return and operating performance shows that R&D increases are

beneficial investments, but the market is often slow to recognize the full extent of this benefit

(Eberhart, Maxwell & Siddique, 2004). A firm’s advertising and R&D expenditures may

produce awareness and support among both finance executives and senior management. In fact,

much less is known about the relationship between important indicators of marketing strategy

and systematic risk. After accounting and finance factors related to systematic risk are

controlled, increases in advertising/sales and R&D/sales can lower a firm’s systematic risk

(McAlister, Srinivasan & Kim, 2007).

Fourth, financial markets tend to respond to societal contributions by firms. Companies

perceived as having a strong corporate social responsibility (CSR) commitment often have an

increased ability to attract and to retain employees (Turban and Greening, 1997). Of the

Journal of Management and Marketing Research

Linking marketing activities, Page 4

marketing capabilities oriented toward increasing financial performance of the firm, the field of

CSR has grown exponentially in the last decade. A larger number of companies than at any time

previously are engaged in an intensive effort to define and integrate CSR into all aspects of their

businesses. An increasing number of shareholders, analysts, regulators, activists, labor unions,

employees, community organizations, and news media have initiated activities leading

companies to be more responsible for an evolving set of CSR issues. Accordingly, there is

increasing demand for governance transparency and growing expectations that corporations

measure, report, and continuously improve their social, environmental, and economic

performance (Tsoutsoura, 2004). The relationship between CSR and the market value of the

firm are addressed in the marketing-finance interface. CSR affects market value partially

through the mediator of customer satisfaction and returns to CSR can be both positive and

negative depending on the level of firm’s capabilities (Luo & Bhattacharya, 2006).

Fifth, the value of a firm’s brand equityis an important driver of financial reward. Brand

attitude and brand name familiarity influence the stock market return associated with a brand

extension announcement (Lane & Jacobson, 1995). The five basic pillars of brand asset

measurement can provide incremental information content to accounting performance measures

in explaining stock return (Mizik & Jacobson, 2008).

In summary, advertising, customer satisfaction, brand, R&D, quality, new product

introduction, and corporate social responsibility have been considered as marketing variables.

Accordingly, it may seem that the foundation of the marketing-finance interface may be based on

relativism because this interface assumes that the financial market can be influenced not only by

financial dynamics but also by marketing activities.

Although Hunt criticized relativism as nihilistic and self-refuting (Anderson, 1986), the

marketing-finance interface accepts relativism and assumes that marketing activities such as

advertising, R&D, and customer satisfaction can lead to changes in the response of the financial

market to the firm. The marketing-finance interface seeks to investigate the relationship between

marketing and finance by adding a more dynamic spectrum to existing finance theories and

practices.

However, finance activities can also have an impact on marketing outcomes, creating a

new dynamic in examining the marketing-finance interface. As marketing activities can

influence financial performance of the firm, finance activities can also impact marketing

strategy. For example, the increased stock return or cash flow volatility may result in a reduction

of marketing expenditures, shrinking advertising activities and R&D (Minton & Schrand, 1999).

Similarly, capital markets can play a critical role in changing, maintaining, or abandoning

specific marketing initiatives (Markovitch, Steckel & Yeung, 2005).

EMPIRICAL METHODS

While the marketing-finance interface accepts realism as a starting point, realism is based

on rigorous statistical skills and robust empirical results. Logical empiricism, the current

dominant philosophical approach employed in marketing (Desphane, 1983), shares the nature of

science with logical positivism and assumes that “the purpose of the philosophy of science is to

clarify, or explicate, the language of science, using a method that conjoined critical discussion

with formal logic” (Hunt, 2003). In the same manner, Hempel, a logical empiricist, maintained

that “science strives for objectivity in the sense that its statements are to be capable of public

tests with results that do not vary essentially with the tester” (Hempel, 1970).

Journal of Management and Marketing Research

Linking marketing activities, Page 5

Given this fundamentals of logical empiricism, the marketing-finance interface seeks to

uncover universal laws between marketing and finance that govern the external business world.

In this sense, the pursuit of empirical testing can be accepted as an evidence that the marketing-

finance is based on logical empiricism. Marketing-interface researchers attempt to test their

hypotheses using longitudinal multiple regression, event study, vector autoregression (VAR) and

other econometric tools. An empirical testing process has been applied to the marketing-finance

interface as seen in Figure 2 (Hunt, 2002).

For example, one can see the harmful impact of consumer dissatisfaction on a firm’s

stock valuation using longitudinal real-world data and a variety of statistical techniques (Luo,

2007). Hendricks and Singhal empirically investigate the impact of winning a quality award on

the market value of firms by estimating the mean abnormal change in the stock prices of a

sample of firms on the date when information about winning a quality award was publicly

announced. They provide evidence as to impact of implementing an effective quality

improvement program on the market value of the firm, a widely accepted measure of firm

performance (Hendricks & Singhal, 1996). Chan et al. check whether the results are robust with

a variety of risk-adjustment procedures, including controls for confounding effects due to firm

size, book-to-market, and past return. Also, it provides some evidence that R&D intensity is

positively associated with return volatility (Chan, Josef & Sougiannis, 2001).

The assertion that marketing activities create financial value is well accepted in the

academic community as well as among marketing practitioners and investors. Acceptance of the

marketing-finance interface model can be attributed to pursuit of rigorous and robust empirical

methods. The marketing-finance interface provides an empirical research framework to estimate

the value of marketing under a logical empiricism philosophy by adding shareholder value-based

criteria to assess the effectiveness of marketing activities.

The marketing-finance interface extends the research domain beyond the traditional

domain of marketing by empirically testing new associations between marketing and finance

based on a logical empiricist structure. The marketing-finance interface attempts to minimize the

problems of measurement and maximize robustness of empirical results using longitudinal

analysis and VAR, lending support to the conclusion that the marketing-finance interface is

constructed on the basis of logical empiricism (Anderson, 1983).

EXTERNAL VALIDITY

The marketing domain includes both the impact of marketing activities on financial

performance and the influence of financial outcomes on marketing initiatives. Financial

variables include short-term and long-term stock returns, volatility (risk), and analyst forecasting

(Srinivasan & Hanssens, 2007). In fact, the marketing-finance interface attempts to improve the

external validity of this model. Existing consumer research approaches examine individual

responses to marketing activities such as advertising and promotion, but the marketing-finance

interface typically uses macro-level data of consumer satisfaction and advertising expenditures.

For example, an individual consumer response to marketing activities can be collected from

consumer surveys, but the marketing-finance interface data comes from large-scale archival

databases such as ACSI, CRSP, Compustat, IBES, Fortune and other source as shown in Table 1,

creating an improvement of external validity, improving statistical generalizability, conceptual

replicability and realism (Lynch, 1982).

Tellis and Johnson suggest that published ratings of a product’s quality, such as a new

Journal of Management and Marketing Research

Linking marketing activities, Page 6

product evaluation in The Wall Street Journal, are valid sources of quality information with

important strategic and financial impacts (Tellis & Johnson, 2007). Data on customer

satisfaction are collected not from individual questionnaire response but from the American

Customer Satisfaction Index (ACSI) (Luo, 2007). Using a portfolio approach, Fornell et al

examine whether excessive stock returns might be generated as a result. (Fornell, Mithas,

Morgeson III, and Krishnan, 2006).

Meanwhile, Mizik & Jacobson update the Young and Rubicam Brand Asset Valuator

(Y&R BAV: Differentiation, Relevance, Esteem, Knowledge, and Energy) model by adding

‘Energy’ such as innovativeness and dynamic characteristics and apply it to evaluate each

attributes’ incremental contribution to stock return. Stock return response modeling assesses the

stock market reaction to a non-discrete continuous process over time. Analysis shows that the

constructs of perceived brand Relevance and Energy provide incremental information to

accounting measures in explaining stock returns. The effects of the constructs Esteem and

Knowledge are reflected in current-term accounting measures and in the brand Relevance and

Energy constructs. The financial markets do not view the Differentiation construct as having

incremental information content. Changes in the Differentiation are indicative of future term

accounting performance, which affects stock return (Mizik & Jacobson, 2008).

To examine the relationship between new product preannouncements and firm value,

Sorescu, et al. (2007) build on agency and signaling theories to develop hypotheses about the

effects of preannouncements on shareholder value, providing answers to questions important to

senior management for making appropriate decisions on preannouncements and the timing of

launches (Sorescu, Shankar & Kushwaha, 2007).

As mentioned above, large scale data sources and carefuldefinition can produce strong

theories in the marketing-finance interface, and can simultaneously satisfy the validity concepts

called for by Lynch and Calder. While Lynch stated that external validity must be a priority in

theoretical research and that research weak in external validity cannot provide an adequate test of

theory, Calder et al. held that external validity is most appropriately addressed through

development rather than testing (Calder, Phillips, Tybout, 1982). This approach provides an

initial reconciliation of these two diametrically opposed philosophies of science.

The enhanced external validity of the marketing-finance interface solidifies existing

marketing theories such as brand equity theory and customer equity theory, indicating that

marketing theory is sufficiently visible and easy to understand. Futher, future marketing theory

can be built based on this marketing-finance interface.

CONCLUSION

The marketing-finance interface has expanded its boundary and solidified its explanatory

power based on a relativistic perspective, with application of rigorous empirical methods and

producing the potential for higher external validity. This combination of philosophical and

methodological foundations provides a more robust theoretical framework for academicians,

practitioners, and investors. Using the marketing-finance interface model, marketing educators

can offer a more comprehensive understanding of the complex dynamics of the firm for business

students. Accordingly, business students receive a more coordinated treatment of concepts from

the marketing, finance, and accounting disciplines (Srivastava, Shervani & Fahey, 1998).

Marketing practitioners historically have found it difficult to measure and communicate

to other functional executives and top management the value created by investment in marketing.

Journal of Management and Marketing Research

Linking marketing activities, Page 7

A new challenge for marketing managers could be the identification of the market-based assets

that they now possess and the prioritization of these market-based assets leading to improvement

in the firm’s financial outcome. Generally, a firm seeks simultaneously to maximize its profit

and shareholder value. Therefore, it is clear that increased profitability and higher firm value are

not possible until the marketing managers identify which market-based assets are contained

within the firm. Also, through the application of the marketing-finance interface model,

marketing managers can communicate with finance managers and accounting managers using

the same structural language, producing clear and consistent communications among business

functions.

Investors can obtain accurate and appropriate information on their investment.

According to the marketing-finance interface model, the stock market is not sufficient to explain

the dynamics of shareholder valuation. Given this, the marketing-finance interface can provide

useful information that investors can utilize when they make decisions on investments. Investors

need to track not only the prior stock market performance but also the company’s R&D and

advertising expenditures, and the level of customer satisfaction and brand equity in their

investment. In this sense, the marketing-finance interface model offers new investment criteria,

leading to more deliberate and investments.

There is also a need to address the reciprocal relationship between finance and marketing

in order to improve the empirical power of marketing-finance research. As marketing activities

can influence financial performance, finance activities can also impact marketing strategy. For

example, the increased stock return or cash flow volatility may reduce marketing expenditures,

shrinking advertising activities and R&D (Minton & Shrad, 1999). Similarly, capital markets can

play a critical role in changing, maintaining, or abandoning specific marketing initiatives

(Markovitch, Steckel & Yeung, 2005).

With regard to data from archival sources, the external validity of the marketing-finance

interface needs to be improved. Most of the marketing-finance interface includes only publicly-

available company data listed on CRSP. Gaining a better understanding of newly listed firms or

those which are delisted in CRSP or Compustat is an additional area of research for the market-

finance interface area.

The value of an integrated marketing-finance interface model can be significant to a firm.

As an example, Samsung, a global electronics firm headquartered in Korea, has dramatically

improved its brand value and has recently emerged as one of the top 100 global brands.

REFERENCES

Anderson, Paul F. (1983), “Marketing, Scientific Progress, and the Scientific Method,” Journal

of Marketing, 47 (Fall), 18-31.

Anderson, Paul F. (1986), “On Method in Consumer Research: A Critical Relativist

Perspective,” Journal of Consumer Research, 13 (September), 155-170.

Calder, Bobby J., Lynn W. Phillips, and Alice M. Tybout, (1982). “The Concept of External

Validity,” Journal of Consumer Research, 9 (December), 240-244.

Chan, Louis K.C., Lakonishok Josef, and Theodore Sougiannis (2001), “The Stock Market

Valuation of Research and Development Expenditures,” Journal of Finance, 56(6), 2431-

2456.

Deshpande, Rohit (1983), “Paradigms Lost: On Theory and Method in Research in Marketing,”

Journal of Marketing, 47 (Fall), 101-110.

Journal of Management and Marketing Research

Linking marketing activities, Page 8

Eberhart, Allan C., William F. Maxwell, and Akhtar Siddique (2004), “An Examination of Long-

Term Abnormal Stock Returns and Operating Performance Following R&D Increases,”

Journal of Finance, 59(2), 623-650.

Fornell, Claes, Sunil Mithas, Forrest V. Morgeson III, and M.S. Krishnan (2006), “Customer

Satisfaction and Stock Prices: High Returns, Low Risk,” Journal of Marketing, 70(1), 3-14.

Hendricks, Kevin B. and Vinod R. Singhal (1996), “Quality Awards and the Market Value of the

Firm: An Empirical Investigation,” Management Science, 42(3), 415-436.

Hunt, Shelby D. (1984), “Should Marketing Adopt Relativism?” Proceedings from the American

Marketing Association Winter Educators’ Conference, 30-55. (Chapter 11, Appendix A)

Hunt, Shelby D. (2002), Foundations of Marketing Theory: Sharp

Hyman, Michael R. and Ike Mathur (2005), “Retrospective and Prospective Views on the

Marketing/Finance Interface,” Journal of the Academy of Marketing Science, 33 (4), 390-

400.

Kim, Jooyoung and Jon D. Morris (2003), “The Effect of Advertising on the Market Value of

Firms: Empirical Evidence from the Super Bowl Ads,” Journal of Targeting, Measurement

and Analysis for Marketing, 12 (1), 53-65.

Lane, Vicki, and Robert Jacobson (1995), “Stock Market Reactions to Brand Extension

Announcements: The Effects of Brand Attitude and Familiarity,” Journal of Marketing,

59(1), 63-77.

Lovett, Mitchell J. and Jason B. MacDonald (2005), “How Does Financial Performance Affect

Marketing? Studying the Marketing-Finance Relationship from a Dynamic Perspective,”

Journal of the Academy of Marketing Science, 33 (4), 476-485.

Luo, Xueming and C. B. Bhattacharya (2006), “Corporate Social Responsibility, Customer

Satisfaction, and Market Value,” Journal of Marketing, 70 (3), 1-18.

Luo, Xueming (2007), “Consumer Negative Voice and Firm-Idiosyncratic Stock Returns,”

Journal of Marketing, 71(3), 75-88.

Luo, Xueming and Giao Nguyen (2008), “Abnormal Stock Returns to Customer Satisfaction?

Using Fama-Frence Portfolio-Level Asset Pricing Models,” MSI Working Paper.

Lynch, Jr., John G. (1982), “On the External Validity of Experiments in Consumer Research,”

Journal of Consumer Research, 9 (December), 225-239.

Markovitch Dmitri G., Steckel Joel H., and Bernard Yeung (2005), “Using Capital Markets as

Market Intelligence: Evidence from the Pharmaceutical Industry,” Management Science,

51(10), 1467-1480.

McAlister, Leigh, Raji Srinivasan, and MinChung Kim (2007), “Advertising, Research and

Development, and Systematic Risk of the Firm,” Journal of Marketing, 71(1), 35-48.

Mizik, Natalie and Robert Jacobson (2008), “The Financial Value Impact of Brand Dimensions,”

Journal of Marketing Research, 45 (1), 15-31.

Minton, Bernadette A. and Catherine Schrand (1999), “The Impact of Cash Flow Volatility on

Discretionary Investment and the Costs of Debt and Equity Financing,” Journal of

Financial Economics, 54, 423-460.

Pauwels Koen, Jorge Silva-Risso, Shuba Srinivasan, and Dominique M. Hanssens (2004), “New

Products, Sales Promotions, and Firm Value: The Case of the Automobile Industry,”

Journal of Marketing, 68(4), 142-156.

Peter, J. Paul and Jerry Olson (1983), “Is Science Marketing?” Journal of Marketing, 47 (Fall),

111-125.

Journal of Management and Marketing Research

Linking marketing activities, Page 9

Sorescu, Alina, Venkatesh Shankar, and Tarun Kushwaha (2007), “New Product

Preannouncements and Shareholder Value: Don't Make Promises You Can't Keep,” Journal

of Marketing Research, 44(3), 468-489.

Srinivasan, Shuba and Dominique M. Hanssens (2008), “Marketing and Firm Value: Metrics,

Methods, Findings, and Future Directions,” Working Paper

Srivastava, Rajenda K., Tasadduq A. Shervani, and Liam Fahey (1998), "Market-Based Assets

and Shareholder Value: A Framework for Analysis," Journal of Marketing, 62 (01), 2-18.

Tellis, Gerard J. and Joseph Johnson (2007), “The Value of Quality,” Marketing Science, 26(6),

758-773.

Tsoutsoura, Magarita (2004), “Corporate Social Responsibility and Financial Performance,”

Haas School of Business Working Paper Series, 1-21.

Turban, D. B., and D. W. Greening (1997) “Corporate Social Performance and Organizational

Attractiveness to Prospective Employees,” Academy of Management Journal, 40 (3), 658-

672.

Figure 1. Marketing-Finance Interface Components

Marketing:

Advertising, CS, Quality,

Brand, new product, CSR

Finance:

Stock return, Volatility,

Forecast

Statistics/

Econometrics: Regression, VAR,

Event study

Marketing:

Advertising, CS, Quality,

Brand, new product, CSR

Finance:

Stock return, Volatility,

Forecast

Statistics/

Econometrics: Regression, VAR,

Event study

Journal of Management and Marketing Research

Linking marketing activities, Page 10

Figure 2. Empirical Test Process

Table 1. Major Sources of Marketing-Finance Interface Data

Variable Data source

Customer satisfaction � ACSI(American Customer Satisfaction Index) � JD Power Index

Innovation � Wall Street Journal � Fortune’s Innovation Index

Social Responsibility � Fortune’s Most Admired Companies � PRWeek/Burson-Marsteller CEO Survey 100 Best

Companies to Work For

� The Journal of Business Ethics The Business Ethics 100 best Corporate

Brand Equity � Business Week Top 100 Global Brand � Young and Rubicam Brand Asset Valuator

Analyst Estimation � IBES (Institutional Brokers' Estimate System) Stock Market

information

� CRSP (Center for Research in Security Prices) of University of Chicago

Company Information � Compustat: Standard & Poor's Compustat

Theory

Bridge Laws or

Guiding Hypotheses

Research hypotheses

(Testable)

Test

Analysis of Result