Gender diversity and firm value: an extension of mean-variance portfolio theory.ABSTRACT This study sought to innovatively extend the financial concept of mean-variance portfolio theory into the areas of organizational management and firm financial performance. More specifically, the primary empirical analysis focused on female advancement within organizations and the associated financial performance of the firms. Based on these initial results, a subsequent analysis examined the relationship between board size and firm value. Organizational data were collected from two distinct time periods (1996: "buff" market, economic expansion and 2001: "bear" market, economic recession). The results from both the 1996 and 2001 samples indicated: 1) a positive relationship between the percentage of female board members (directors) and Market-Value-Added (MVA MVA abbr. motor vehicle accident MVA Motor vehicular/vehicle accident, see there ), 2) a negative relationship between the number of female board members (directors) and MVA, and 3) a negative correlation Noun 1. negative correlation - a correlation in which large values of one variable are associated with small values of the other; the correlation coefficient is between 0 and -1 indirect correlation between board size and MVA The results, with regard to board composition and size, have implications for not only firm financial performance but also corporate governance Corporate Governance The relationship between all the stakeholders in a company. This includes the shareholders, directors, and management of a company, as defined by the corporate charter, bylaws, formal policy, and rule of law. structure. Keywords: Gender Diversity, Firm Value, Portfolio Theory, Board Size, Market-Value-Added. 1. INTRODUCTION Efforts made to eliminate the "glass ceiling" (i.e. the observed phenomenon of females not advancing to the highest levels of organizational management in proportional proportional values expressed as a proportion of the total number of values in a series. proportional dwarf the patient is a miniature without disproportionate reductions or enlargements of body parts. numbers) have been grounded in perspectives ranging from legal/moral/ethical (e.g. "it's discriminatory dis·crim·i·na·to·ry adj. 1. Marked by or showing prejudice; biased. 2. Making distinctions. dis·crim and wrong") to social/census data and trends (e.g. "women will continue to comprise an increasing proportion of the qualified workforce") to strategic/management (e.g. "it's just good business"). Yet, as current news reports and studies indicate, the "glass ceiling" continues to persist and the progress for women has been slow. Discussion and evaluation of this issue are complicated by the inconclusive INCONCLUSIVE. What does not put an end to a thing. Inconclusive presumptions are those which may be overcome by opposing proof; for example, the law presumes that he who possesses personal property is the owner of it, but evidence is allowed to contradict this presumption, and show who is empirical work to date. With this as a backdrop, this study has two purposes: 1) to propose an innovative framework (based on an extension of a financial-diversification theory) through which to analyze the "glass ceiling" phenomenon and 2) to provide additional insight into the gender diversity--firm financial performance relationship through an empirical analysis. First, a review of both the theoretical and empirical literature in this area will be presented. More specifically, the literature review will discuss the theoretical background and framework for the study and present findings from previous gender diversity--firm performance analyses. This study's empirical analysis (study design, data and analysis, and results) will then be presented. This will be followed by the summary and discussion. Finally, study limitations and future research opportunities will be discussed. 2. LITERATURE REVIEW 2.1 Theoretical This empirical study is based on a theoretical framework established by Markowitz (1952). Markowitz developed the concept of "mean-variance" portfolio theory. It states that an "opportunity set" of individual investments (assets) with particular risk/return characteristics can be combined in various proportions to produce a "feasible set" of portfolios. Of this feasible set, some portfolios are better or more "efficient" than the others (i.e. maximum return for a given amount of risk or minimum risk for a given level of return). An investor can then choose the portfolio that has the risk/return combination that best meets his or her needs. This study seeks to apply Markowitz's investment framework based on individual assets, feasible portfolios Feasible portfolio A portfolio that an investor can construct, given the assets available. , and maximum return to the efficient use of human resources The fancy word for "people." The human resources department within an organization, years ago known as the "personnel department," manages the administrative aspects of the employees. . More specifically, this analysis will seek to identify and describe the observed relationship(s) between the degree of female advancement within a sample of firms (i.e. a proxy for the "glass ceiling") and firm financial performance. In the past, the original financial framework has been extended from portfolios of securities to include portfolios of tangible assets Tangible Asset An asset that has a physical form such as machinery, buildings and land. Notes: This is the opposite of an intangible asset such as a patent or trademark. Whether an asset is tangible or intangible isn't inherently good or bad. and projects in capital budgeting analysis. It is an extension of this type that serves as a basis for this study's theoretical foundation. The paradigm is as follows: Markowitz created portfolios by combining individual, financial assets Financial assets Claims on real assets. (investments). This study proposes that a firm contains a portfolio of individual, human assets (i.e. employees). With Markowitz's theory, if the opportunity set of individual assets is reduced (constrained con·strain tr.v. con·strained, con·strain·ing, con·strains 1. To compel by physical, moral, or circumstantial force; oblige: felt constrained to object. See Synonyms at force. 2. ), the resulting feasible region is reduced thereby reducing the potential returns. If a firm artificially constrains the opportunity set of human assets (employees) either intentionally in·ten·tion·al adj. 1. Done deliberately; intended: an intentional slight. See Synonyms at voluntary. 2. Having to do with intention. or by accident, the potential feasible region of returns for the firm is reduced. In other words Adv. 1. in other words - otherwise stated; "in other words, we are broke" put differently , if a firm is "missing" productive, valuable human assets (female employees) that could improve its expected return Expected Return The average of a probability distribution of possible returns, calculated by using the following formula: , the result should be (relatively) diminished di·min·ish v. di·min·ished, di·min·ish·ing, di·min·ish·es v.tr. 1. a. To make smaller or less or to cause to appear so. b. firm financial performance and value. Expanding upon Noun 1. expanding upon - adding information or detail expansion step-up, increase - the act of increasing something; "he gave me an increase in salary" this theoretical premise from a strategic perspective, Rosener (1995) states that women have a unique management style and are underutilized by organizations (as indicated by economic data). While men tend to use a command and control leadership approach (characterized char·ac·ter·ize tr.v. character·ized, character·iz·ing, character·iz·es 1. To describe the qualities or peculiarities of: characterized the warden as ruthless. 2. by hierarchical lines of authority, the amassing of power and information, a win-lose decision process, and the value of sameness), women employ an interactive leadership style. This interactive approach focuses on consensus building, comfort with ambiguity Ambiguity Delphic oracle ultimate authority in ancient Greece; often speaks in ambiguous terms. [Gk. Hist.: Leach, 305] Iseult’s vow pledge to husband has double meaning. [Arth. , and the sharing of power and information. These "interactive" attributes are believed to be most effective in today's fast-changing, service-oriented, and entrepreneurial organizations. Ultimately, Rosener argues, organizations need to realize that utilization of the distinctive leadership abilities of women will have a positive impact on their bottom lines (financial performance). This thesis seems to be gaining some acceptance in the corporate world. For instance, Leonard Schaeffer, chairman and chief executive of Wellpoint Health Networks, and his board of directors compiled a list of the skills and expertise desired in their directors. He indicated that since women make up half the talent pool, it would not be prudent to exclude them. In the end, Mr. Schaeffer believes that a diverse board makes good business sense (Hymowitz, 2003). 2.2 Empirical While significant research has been conducted in the general areas of diversity, corporate boards, and firm performance; this portion of the literature review will focus on the relatively limited number of gender-diversity studies as related to officers (management), corporate board composition, and firm financial performance. Given this set of variables, the following empirical review will be presented in two distinct sections: 1) gender diversity at the corporate officer (management) level and firm financial performance and 2) gender diversity at the board of director level and firm financial performance. 2.2.1 Corporate Officer/Management Williams and O'Reilly (1998) produced a comprehensive synthesis of the empirical research Noun 1. empirical research - an empirical search for knowledge inquiry, research, enquiry - a search for knowledge; "their pottery deserves more research than it has received" done in the general area of "diversity" over the 40-year period prior to 1998. Of the 62 "field" (as opposed to "lab") studies cited, only two even tangentially tan·gen·tial also tan·gen·tal adj. 1. Of, relating to, or moving along or in the direction of a tangent. 2. Merely touching or slightly connected. 3. analyzed an·a·lyze tr.v. an·a·lyzed, an·a·lyz·ing, an·a·lyz·es 1. To examine methodically by separating into parts and studying their interrelations. 2. Chemistry To make a chemical analysis of. 3. gender diversity as it related to some sort of firm (financial) performance measure. First, Pelled, Eisenhardt, and Xin (1997) examined the relationship between gender diversity and performance. In particular, they evaluated a total of 45 corporate work teams involved in cognitive tasks from three major firms. Their results found no significant correlation between gender and group performance. Second, Riordan and Shore (1997) studied a gender-productivity relationship by evaluating 98 work groups (over 1500 employees) at a life insurance company. No statistically significant correlation was found between gender and perceived productivity. Recently, however, Dwyer, Richard, and Chadwick (2003) specifically evaluated the gender diversity-firm financial performance relationship by analyzing a sample of banks. Employee productivity and return on equity (ROE A fictitious surname used for an unknown or anonymous person or for a hypothetical person in an illustration. A lawsuit is generally named for the persons who are parties to it. ) were used as measures of firm performance. Taken as an independent factor, gender diversity was positively correlated cor·re·late v. cor·re·lat·ed, cor·re·lat·ing, cor·re·lates v.tr. 1. To put or bring into causal, complementary, parallel, or reciprocal relation. 2. with both productivity and ROE but was not statistically significant in either case. When a gender diversity-organizational culture interaction effect was analyzed, the statistical relationships were significant at times, but the direction of the correlations became mixed. 2.2.2 Board of Directors Zahra and Stanton (1988) examined the relationship between gender diversity and firm financial performance. The sample consisted of 100 Fortune 500 firms and performance variables included return on equity, profit margin on sales, earnings per share, dividends per share Dividends per share Dividend paid for the past 12 months divided by the number of common shares outstanding, as reported by a company. The number of shares often is determined by a weighted average of shares outstanding over the reporting term. , and profit. They did not find a statistically significant relationship between board gender-diversity and firm financial performance. Shrader, Blackburn, and lies (1997) analyzed the relationship between firm financial performance (as measured by return on assets Return on assets (ROA) Indicator of profitability. Determined by dividing net income for the past 12 months by total average assets. Result is shown as a percentage. ROA can be decomposed into return on sales (net income/sales) multiplied by asset utilization (sales/assets). and return on equity) and the percentage of female board members. The sample consisted of approximately 200 Fortune 500 firms. Their results indicated a statistically significant negative relationship. Carter, Simkins, and Simpson (2003) evaluated the relationship between board gender-diversity and firm value. The study analyzed the Fortune 1000 firms for the year 1997. Using Tobin's Q Tobin's Q Market value of assets divided by replacement value of assets. A Tobin's Q ratio greater than 1 indicates the firm has done well with its investment decisions. Named after James Tobin, Yale University economist. as a measure of firm value, they found statistically significant positive relationships for both the "presence of women" and "percentage of women" factors. A recent study by the Conference Board of Canada The Conference Board of Canada is a not-for-profit Canadian organization dedicated to researching and analyzing economic trends, as well as organizational performance and public policy issues. indicated that a gender-diverse board appeared to be associated with efforts to improve corporate governance/performance. The research found that 94% of boards in North America North America, third largest continent (1990 est. pop. 365,000,000), c.9,400,000 sq mi (24,346,000 sq km), the northern of the two continents of the Western Hemisphere. with three or more women insisted on conflict-of-interest guidelines guidelines, n.pl a set of standards, criteria, or specifications to be used or followed in the performance of certain tasks. . This was in contrast to 58% of all-male boards. In addition, 72% of boards with two or more women conducted formal board-performance evaluations as opposed to 49% of all-male boards. One significant factor seemed to be the presence of several women on a board. It appeared more likely that a lone female would end up accepting the view of the dominant group (Hymowitz, 2003). 3. STUDY DESIGN Given the very limited empirical work and the inconclusive findings in these areas, it is clear that additional analysis is needed. This study attempts to improve upon and add to the previous work in this area by: 1) Using as its theoretical framework an innovative extension of mean-variance portfolio theory. 2) Evaluating not only the number and percentage of women on the board but also as corporate officers (management). 3) Using Market Value Added Market Value Added (MVA) is the difference between the current market value of a firm and the capital contributed by investors. If MVA is positive, the firm has added value. If it is negative, the firm has destroyed value. (a market measure of firm financial performance that isolates the equity component of firm value) in addition to traditional accounting measures (ROE, ROA ROA See: Return on assets ROA See: Right of accumulation ROA See return on assets (ROA). ). 4) Evaluating two distinctly different time periods (1996: economic expansion, "up" stock market and 2001: economic recession, "down" stock market) rather than just a single year or consistent economic period. 5) Incorporating firm size as measured by market capitalization Market Capitalization A measure of a public company's size. Market capitalization is the total dollar value of all outstanding shares. It's calculated by multiplying the number of shares times the current market price. This term is often referred to as market cap. . Model: FirmFinancialPerformance=[B.sub.0]+[B.sub.1]Beta+[B.sub.2]Size+[B.sub.3] FemaleOff+[B.sub.4]%FemaleOff+[B.sub.5]FemaleBrdMem+[B.sub.6]% FemaleBrdMem Where: Dependent Variables: Firm Financial Performance Measures include: ROE: Return on Equity ROA: Return on Assets MVA: Market Value Added (mkt. value of equity--book value of equity) Independent Variables: Control Variables: Beta: Beta of the stock (systematic risk) (Sharpe, 1964) Size: Size of the company as measured by market capitalization (Fama and French, 1992) Study Variables: FemaleOff: Number of female officers %FemaleOff: Percentage of female officers FemaleBrdMem: Number of female board members %FemaleBrdMem: Percentage of female board members 4. DATA AND ANALYSIS 1) Data were collected for approximately 100 of the largest firms as determined by revenue for both 1996 (n=105) and 2001 (n=102). 2) Data for the Independent Female variables were obtained from Catalyst for 1996 and 2001. 3) Data for the Dependent and Control variables were obtained from the S&P Stock Market Encyclopedia encyclopedia, compendium of knowledge, either general (attempting to cover all fields) or specialized (aiming to be comprehensive in a particular field). Encyclopedias and Other Reference Books for 1996 and 2001. Regression analysis In statistics, a mathematical method of modeling the relationships among three or more variables. It is used to predict the value of one variable given the values of the others. For example, a model might estimate sales based on age and gender. was conducted on the complete data sets for both 1996 (an "up" year, middle of bull market, economic expansion) and 2001 (a "down" year, middle of bear market, economic recession). This was done in order to control for the "economic" and "market" effects. 5. RESULTS Results from the 1996 total sample analysis indicate the following (Table #1): 1) A statistically significant, positive relationship between the percentage of female officers and ROE. 2) A statistically significant, positive relationship between the percentage of female board members and MVA. 3) A statistically significant, negative relationship between the number of female board members and MVA. Results from the 2001 total sample analysis indicate the following (Table #2): 1) A statistically significant, positive relationship between the percentage of female board members and MVA. 2) A statistically significant, negative relationship between the number of female board members and MVA Most interestingly, in both the 1996 and 2001 complete samples, a positive relationship existed between the percentage of female board members (directors) and MVA while a negative relationship occurred between the number of female board members (directors) and MVA. These consistent, individual, MVA-related results imply that MVA is increased when (holding all else constant): 1) the percentage of female board members is increased and 2) the number of female board members is reduced. Indirectly, this combination seems to support the proposition that boards should be smaller rather than larger. Thus, a follow-up analysis was conducted using the following model: Firm Financial Performance = [B.sub.0]+[B.sub.1]Beta+[B.sub.2]Size+ [B.sub.3]TotalBrdMem Where: Dependent Variables: Firm Financial Performance Measures include: ROE: Return on Equity ROA: Return on Assets MVA: Market Value Added (mkt. value of equity--book value of equity) Independent Variables: Control Variables: Beta: Beta of the stock (systematic risk) (Sharpe, 1964) Size: Size of the company as measured by market capitalization (Fama and French, 1992) Study Variables: TotalBrdMem: Total number of board members (directors) In both the 1996 and 2001 complete samples, a statistically significant, negative relationship was observed between the total number of board members and MVA. This confirmed the previous individual results (Tables #1 and #2). Although not intended to be a formal part of the study, this ancillary Subordinate; aiding. A legal proceeding that is not the primary dispute but which aids the judgment rendered in or the outcome of the main action. A descriptive term that denotes a legal claim, the existence of which is dependent upon or reasonably linked to a main claim. finding of negative correlation between board size and MVA contributes one more piece of information to the prior work in this area. This observation compares to previous findings as follows: Chaganti, Mahajan Mahajan is an Indian surname, found among the Vaishya castes (business communities). In India surname Mahajan is used by two communities: - one residing in North of India(mainly on the Amritsar to Jammu belt) and another belonging to North Maharashtra. , and Sharma (1985) used bankruptcy bankruptcy, in law, settlement of the liabilities of a person or organization wholly or partially unable to meet financial obligations. The purposes are to distribute, through a court-appointed receiver, the bankrupt's assets equitably among creditors and, in most as a firm financial performance indicator. In their sample of 21 pairs of failed and non-failing retail firms, they found that smaller boards were associated with higher rates of bankruptcy. Zahra and Stanton (1988) examined the relationship between board size and firm financial performance. The sample consisted of 100 Fortune 500 firms and performance variables included return on equity, profit margin on sales, earnings per share, dividends per share, and profit. They did not find a statistically significant relationship between board size and firm financial performance. Yermack (1996) carried out an extensive analysis of the board size-firm financial performance relationship. In particular, he found 1) a negative correlation between board size and firm value as measured by Tobin's Q, 2) a negative correlation between board size and firm financial performance as measured by return on assets, return on sales Return on sales A measurement of operational efficiency equalingnet pre-tax profits divided by net sales expressed as a percentage. return on sales The portion of each dollar of sales that a firm is able to turn into income. , and sales-to-assets, and 3) abnormal, positive stock returns around the announcement of a significant board-size reduction (and the opposite for an announcement of an increase in board size). Dalton Dalton, city (1990 pop. 21,761), seat of Whitfield co., extreme NW Ga., in the Appalachian valley; inc. 1847. It is a highly industrialized city in a farm area. , Daily, Johnson, and Ellstrand (1999) conducted a meta-analysis of 131 samples and observed that board size tended to be positively associated with various measures of firm financial performance. This was found to be true whether the performance indicators were accounting-based or market-based. It is quite obvious that the findings in this area are also far from conclusive Determinative; beyond dispute or question. That which is conclusive is manifest, clear, or obvious. It is a legal inference made so peremptorily that it cannot be overthrown or contradicted. and that additional research is needed. 6. SUMMARY AND DISCUSSION In general, this analysis achieved its intended goals of improving upon and adding to the previous work in this area. First, it used as its theoretical framework an innovative extension of a fundamental financial theory. Second, the analysis utilized a unique model and drew upon data from two distinctive, economic/market time periods. Finally, the primary, statistically significant results were consistent throughout the study. Specifically, in both the 1996 and 2001 complete samples, a positive relationship existed between the percentage of female board members (directors) and MVA while a negative relationship occurred between the number of female board members (directors) and MVA. Indirectly, this combination of MVA-related results also seemed to support the proposition that boards should be smaller rather than larger. Subsequent analysis confirmed this contention. In particular, a statistically significant negative relationship was observed between the total number of board members and MVA in the 1996 as well as the 2001 complete samples. Overall, the statistical results indicated that enhanced financial performance (as measured by MVA) was associated with 1) a smaller board of directors, 2) a board comprised of a relatively high proportion of women, and 3) a board consisting of a relatively low number of women. Less bureaucracy and improved operational efficiency associated with a smaller board (and thus any corresponding decrease in the number of female directors as a consequence of a board-size reduction) may be possible explanations for the observed negative correlations. Meanwhile, the increased influence and utilization of female leadership and managerial skills may explain the positive correlation Noun 1. positive correlation - a correlation in which large values of one variable are associated with large values of the other and small with small; the correlation coefficient is between 0 and +1 direct correlation between the percentage of female directors and MVA. In terms of firm financial performance and value maximization Value Maximization Increases in owners' wealth achieved by maximizing of the value of a firm's common stock. , these results definitely have implications for those involved in corporate governance and management as well as members of the general investment community. 7. LIMITATIONS AND FUTURE OPPORTUNITIES The data set for each year of the study consisted of approximately 100 of the largest corporations based on revenue. In the future, the composition of the sample could be determined by using different criteria for size (e.g. market capitalization, total assets, etc.). Also, the sample could be altered to include or focus on medium and/or small firms. As has been noted elsewhere, "supply" related factors may play a role in the apparent lack of women at these organizational levels. In other words, for positions in particular industries, the proportion of qualified or interested females may be less than the proportion of females in the aggregate population. Thus, a follow-up study focusing on individual industries would be in order. In addition, different variables could be used to evaluate firm financial performance (e.g. excess value, economic value added Economic value added (EVA) A method of performance evaluation that adjusts accounting performance for investors' required return on investment. Suppose a division produces a 12% return on capital invested. , cash flow, Tobin's Q, etc.). More years or an extended time period could also be considered for evaluation. Interestingly, this list of potential improvements also reflects the vast research opportunities that are available in this relatively under-investigated area. The importance and value of continuing to examine this topic is best reflected in the following quotes: "Given the resources many of the firms are pouring into efforts to diversify diversify To acquire a variety of assets that do not tend to change in value at the same time. To diversify a securities portfolio is to purchase different types of securities in different companies in unrelated industries. their work forces and given the large number of women on Wall Street, the lack of progress is surprising. It's gotten much better, but there is still a glass ceiling with less reason for a glass ceiling. Corporations are now losing many of the best and the brightest."--D. Soder (in an article by R. Abelson), The New York New York, state, United States New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of Times, July 26, 2001. "This call for change is hardly a new one. For years, we've known that by 2010, 70 percent of new entrants into the workforce will be women and/or people of color Noun 1. people of color - a race with skin pigmentation different from the white race (especially Blacks) people of colour, colour, color race - people who are believed to belong to the same genetic stock; "some biologists doubt that there are important . We've seen a steady increase in the presence of female corporate officers, but the pace has been incremental Additional or increased growth, bulk, quantity, number, or value; enlarged. Incremental cost is additional or increased cost of an item or service apart from its actual cost. at best. We're still talking less than 20 percent. How can that be, when women are getting more than 50 percent of BAs and MAs, 43 percent of PhDs, nearly 50 percent of law degrees and medical degrees, and slightly more than 33 percent of business degrees? There has never been a greater need for fresh air in business--and if that's what we're really after, then we have to get fresh people."--S. Wellington, American Way The American way of life is an expression that refers to the "life style" of people living in the United States of America. It is an example of a behavioral modality, developed from the 17th century until today. , Feb. 15, 2003. REFERENCES Abelson, R., "A Survey of Wall Street Finds Women Disheartened dis·heart·en tr.v. dis·heart·ened, dis·heart·en·ing, dis·heart·ens To shake or destroy the courage or resolution of; dispirit. See Synonyms at discourage. ", The New York Times, July 26, 2001, C1. Carter D., Simkins, B., and Simpson, W., "Corporate Governance, Board Diversity, and Firm Value", Financial Review, Vol. 38 (1), 2003, 33-53. Chaganti, R., Mahajan, V., and Sharma, S., "Corporate Board Size, Composition and Corporate Failures in Retailing Industry", Journal of Management Studies, Vol. 22, 1985, 400-416. Dalton, D., Daily, C., Johnson, J., and Ellstrand, A., "Number of Directors and Financial Performance: A Meta-Analysis", Academy of Management Journal, Vol. 42 (6), 1999, 674-686. Dwyer, S., Richard, O., and Chadwick, K., "Gender Diversity in Management and Firm Performance: The Influence of Growth Orientation and Organizational Culture Please help [ rewrite this article] from a neutral point of view. Mark blatant advertising for , using . ", Journal of Business Research Vol. 56 (12), 2003, 1009-1019. Fama, E. and French, K., "The Cross-Section of Expected Stock Returns", Journal of Finance, Vol. 47, 1992, 427-465. Hymowitz, C., "In the U.S., What Will It Take to Create Diverse Boardrooms?", The Wall Street Journal, July 8, 2003, B1. Markowitz, H., "Portfolio Selection", Journal of Finance, March, 1952, 77-91. Pelled, L., Eisenhardt, K., and Xin, K., "Exploring the Black Box: An Analysis of Work Group Diversity, Conflict, and Performance", Administrative Science Quarterly Administrative Science Quarterly, founded in 1956, is one of the most eminent academic journals in the field of organizational studies. It is published by Cornell University. People claimed to have been involved as founders include James D. , Vol. 44 (1), 1999, 1-28. Riordan, C. and Shore, L., "Demographic Diversity and Employee Attitudes: An Empirical Examination of Relational Demography demography (dĭmŏg`rəfē), science of human population. Demography represents a fundamental approach to the understanding of human society. within Work Units", Journal of Applied Psychology Journal of Applied Psychology is a publication of the APA. It has a high impact factor for its field. It typically publishes high quality empirical papers. www.apa. , Vol. 82 (3), 1997, 342-358. Rosener, J., America's Competitive Secret: Utilizing Women as a Management Strategy, Oxford University Press, New York, 1995. Sharpe, W., "Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk", Journal of Finance, September, 1964, 425-442. Shrader C., Blackburn, V., and lles, P., "Women in Management and Firm Financial Value: An Exploratory Study", Journal of Managerial Issues, Vol. 9 (3), 1997, 355-372. Wellington, S., "Ideafest", American Way, February 15, 2003, 59. Williams, K. and O'Reilly, C., "Demography and Diversity in Organizations: A Review of 40 Years of Research", In: Staw, B. and Cummings, L., editors. Research in Organizational Behavior, JAI JAI Java Advanced Imaging JAI Justice et Affaires Interiéures (French: Justice and Home Affairs) JAI Journal of ASTM International JAI Just An Idea JAI Jazz Alliance International JAI Joint Africa Institute Press, Greenwich, CT, 1998. Yermack, D., "Higher Market Valuation of Companies with a Small Board of Directors", Journal of Financial Economics, Vol. 40 (2), 1996, 185-211. Zahra, S. and Stanton, W., "The Implications of Board of Directors' Composition for Corporate Strategy and Performance", International Journal of Management, Vol. 5 (2), 1988, 229-236. Jeff Heinfeldt, Ohio Northern University Ohio Northern University is a private, United Methodist Church-affiliated university located in the United States in Ada, Ohio, founded by Henry Solomon Lehr in 1871. ONU is accredited by The Higher Learning Commission and the North Central Association of Colleges and Schools. , Ada, Ohio Ada is a village in Hardin County, Ohio, United States. The population was 5,582 at the 2000 census. Geography Ada is located at (40.768883, -83.822298)GR1. , USA Dr. Jeff Heinfeldt earned his Ph.D. at Kent State University in 1995. Currently he is an associate professor of finance at Ohio Northern University.
TABLE 1
STATISTICAL RESULTS FOR 1996 TOTAL SAMPLE (N=105)
INDEPENDENT
VARIABLES DEPENDENT VARIABLES
ROA ROE MVA
# of Female Coefficient -0.0793 -0.1216 -0.0447
Officers p-value .2227 .5444 .5212
% of Female Coefficient 0.0602 0.6839 .0772
Officers p-value .4395 .0047 *** .3562
# of Female Board Coefficient 0.2898 -2.0061 -2.9836
Members p-value .8539 .6804 .0800 *
% of Female Coefficient -0.0419 -0.4182 0.3577
Board Members p-value .8256 .4785 .0829 *
Total Number of Coefficient -0.0561 0.0252 -0.3832
Board Members p-value .7216 .9608 .0237 **
* statistically significant at a .10 level
** statistically significant at a .05 level
*** statistically significant at a .01 level
TABLE 2
STATISTICAL RESULTS FOR 2001 TOTAL SAMPLE (N=102)
INDEPENDENT
VARIABLES DEPENDENT VARIABLES
ROA ROE MVA
# of Female Coefficient -0.1082 -0.1622 0.2119
Officers p-value .1979 .6471 .2279
% of Female Coefficient 0.0698 0.2417 -0.1030
Officers p-value .5082 .5882 .6405
# of Female Board Coefficient 0.3381 7.3508 -5.3554
Members p-value .8007 .1967 .0583 *
% of Female Coefficient -0.0333 -0.9922 1.0178
Board Members p-value .8721 .2585 .0203 **
Total Number of Coefficient -0.2050 1.0768 -0.9936
Board members p-value .3606 .2566 .0369 **
* statistically significant at a .10 level
** statistically significant at a .05 level
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