Union Activity and the Decline in American Trade Union Membership C. TIMOTHY KOELLER Stevens Institute of Technology, Hoboken, NJ 07030 This paper extends recent research on the determinants of the decline in union membership in the United States. Usirig biennial state-level data for a set of years between 1958 and 1982, my model tests "union organizing," "structural," "management opposition," and "public policy" hypotheses concerning union membership and suggests improved specifications of each of these hypotheses. The paper also examines the relative importance of each factor in explaining the decline in unionization. The results support each of the hypotheses and confirm previous findings that changes in the structure of the labor force are most important in explaining union membership decline. I. Introduction Analysis of the decline in American trade union membership continues to be an important research topic for labor economists and industrial relations scholars. In a recent contribution to this Joumai, Moore and Newman (1988) examine interstate differences in union membership during the period 1950-1980. Their regression analysis incorporates hypotheses drawn from three prominent "explanations" of membership decline: "stmctural," "management opposition," and "public policy" factors. To examine the relative explanatory power of each of these factors, Moore and Newman decompose the independent effect of each factor into an effect resulting from changes in its estimated regression coefficient and an effect resulting from changes in the value of the regressor itself. They conclude that the "stmctural" composition of the labor force, captured by regressors proxying age, occupational, and gender factors, and "public policy" factors, reflected in the effect of a state right-to-work law dummy variable, best explain the decline in union membership during the postWorld War II period. The contribution of the proportion of a state's labor force that is female is singled out as the most influential effect. Moore and Newman's (henceforth M-N's) efforts are an important contribution to understanding the processes which influence American union membership. But a number of issues remain unresolved or unexplored. Eirst, as Earber (1985) suggests (and M-N recognize), a regressor capturing the effect of the proportion of a state's labor force that is female is likely to be correlated with regressors measuring the occupational and industrial composition of the labor force. In this paper the indepenJOURNAL OF LABOR RESEARCH Volume XV, Number 1 Winter t994 20 JOURNAL OF LABOR RESEARCH dent effect of the "percent female" regressor is examined further in the presence of additional factors capturing these related effects. Second, a fourth explanation of the decline in union membership is cited by Ereeman (1985) and by Dickens and Leonard (1985), which M-N refer to as the "union organizing" hypothesis. Recent declines in union organizing success in NLRB elections that contribute to the decline in union membership can be linked to reduced organizing activity by unions. M-N do not explore this hypothesis, citing data limitations and uncertainty about the appropriate specification. I explicitly test this hypothesis. Third, M-N's "public policy" hypothesis is expanded to incorporate a proxy for political attitudes towards unions used by Elliott (1979) and Koeller (1985, 1992) which permits examination of the independent effect of the presence of right-towork legislation per se on union membership, having controlled for attitudes towards unionism. These and other factors are included in a reduced-form model to explain variation in the proportion of nonagricultural employment that is unionized among the contiguous states for each of the pooled data samples 1958-1972, 1974-1982, and 1958-1982. As a point of reference, an amended version of M-N's model is first estimated for these data sets. In addition, following M-N, Blinder's (1973) decomposition approach is adopted to identify the factors contributing most substantially to the decline in the extent of union membership during the period 1958-1982. II. Model Specification EoUowing M-N and others (e.g., Lumsden and Petersen, 1975; Koeller, 1985; Hirsch, 1980), the models of the extent of union membership estimated herein are reducedform equations. It is assumed that differences in the equilibrium rate of union membership across states depend on factors which influence the demand for or the supply of union services in those states. A number of the regressors included in M-N's model are included in this study. Because they are fairly "standard" regressors in models of union organizing activity, I do not repeat the theoretical arguments underlying these variables, but when new variables are introduced, an explanation is provided. Table 1 contains the variables used in this study and lists their sources. In addition, there is likely to be a significant problem of multicollinearity in cross-sectional models. I note instances where regressors included in M-N's model are excluded to minimize this problem. "Structural" Hypothesis. This hypothesis suggests that a relative decline in unionization in a state may result from changes in the structure of the state's labor force. Two arguments have been advanced to explain why the percentage of a state's labor force that is female (WLF) negatively affects the extent of union membership. Eirst, as M-N and Hirsch have noted, women as "secondary" workers are expected to have a lower demand for union services than are men. Second, Earber (1985) found 21 C. TIMOTHY KOELLER Table 1 Variable Names, Definitions and Data Sources Dependent Variable Percent of nonagricultural employees who are union members (Statistical Abstracts of the U.S.). WLF Percentage of a state's labor force that is female (Censuses of Population). NWLF Percentage of a state's labor force that is nonwhite (Censuses of Popuiation). SLF Percentage of a state's labor force that is aged 55 or older (Censuses of Population). YLF Percentage of a state's labor force between 16 and 24 years old (Censuses of Population). BCW Percentage of a state's labor force employed in blue-collar occupations (craftsmen, foremen, and kindred workers, operatives, and nonfarm labor) (Censuses of Population). EGPS Percentage of a state's nonagricultural employees working in unionizable industries: Mining, Constmction, Manufacturing and Transportation (Statistical Abstracts of the U.S.). SOUTH Regional dummy variable (SOUTH= 1 if a state is a Southem state). RTW Right-to-work law dummy variable (RTW=l if law is present in a state). EARN Hourly eamings adjusted for geographic differences in the CPI during the year (Statistical Abstracts of the U.S.). Number of unfair labor practice cases filed against employers (classification CA) and received by the NLRB during the previous year (Annuai Reports of the NLRB). ULP FS Percentage of establishments employing more than 500 employees during the year (County Business Pattems). UNULP Number of unfair labor practice cases filed against unions (classifications CB, CC, CD, and CP) and received by the NLRB during the previous year (Annual Reports of the NLRB). UAV Fraction of the time each senator or representative voted in accordance with or was paired in favor of the AFL-CIO's CO.P.E. position on union-related votes during the year (Congressional Quarterly). PCTPT Percentage of a state's labor force employed part-time (Censuses of Population). PU Percent of representation elections in which union status was chosen during the previous year (Annual Reports of the NLRB). UN Unemployment rate during the year (Statistical Abstracts of the U.S.). that, once occupational factors are taken into account, women appear to be less able, not less willing, to secure union jobs than are men. To extend this analysis, regressors are included to capture occupational factors: the percentage of a state's employment engaged in blue-collar occupations (BCW) and the percentage of employment that is part-time (PCTPT). The first regressor was also included by M-N; they expected and found a positive effect, though it was not always significant. The second, new regressor accounts for individuals working 22 JOURNAL OF LABOR RESEARCH fewer than 35 hours per week in a state. As is true for WLE, part-time employees, as "secondary" workers, should have a lower demand for union services than full-time employees. A negative effect is thus expected for PCTPT. Eollowing M-N and others, additional regressors measure the percentage of a state's labor force between 16 and 24 years old (YLF), the percentage of the labor force aged 55 and older (SLF), and the percentage of the labor force that is nonwhite (NWLF). Based on M-N's findings, it is expected that the first of these regressors will negatively affect, and the latter two will positively affect, the extent of union membership. M-N also include regressors measuring regional differences, firm size, and the industrial composition of employment. Similar regressors are included in my model. A dummy variable (SOUTH) represents the extent of unionization in Southern states; its regression coefficient should be negative. The percentage of estabhshments employing more than five hundred workers (FS) is expected to have a positive effect on the model's dependent variable if there are economies of scale in union organizing activities.' The percentage of a state's employment working in "unionizable" (or goods producing) industries — Mining, Construction, Manufacturing, and Transportation — is included, following M-N, because these industries have traditionally been heavily unionized.^ It is expected that this regressor (EGPS) will have a positive effect on the extent of union membership. Einally, unlike M-N, a regressor designed to capture the effect on the demand for union services of living in "urban" states is not included. Preliminary results including such a regressor indicated significant collinearity with other regressors.^ "Management Opposition" Hypothesis. Ereeman (1986) suggests that management opposition to unionization may result in few union organizing successes and in lower union membership. In this study, the number of unfair labor practice cases filed against employers (ULP) is used to capture employer opposition to unionization. This variable is consistent with recent empirical models of union organizing activity (e.g.. Hunt and White, 1983, 1985; Koeller, 1992; Ereeman, 1986; Ereeman and Kleiner, 1990). The empirical findings are mixed: Hunt and White (1985), M-N, and Ereeman and Kleiner found no effect; Koeller found a positive effect. These conflicting results suggest two possible explanations: union organizing activity may be enhanced by workers reacting strongly to employer unfair labor practices or employer unfair labor practices may have proven to be a successful management strategy. To control for the first of these two effects, a regressor (UNULP) is included measuring the number of unfair labor practice charges brought against unions (NLRB cases classified as CB, CC, CD, and CP).'* This regressor should have a positive effect on union membership if it captures the aggressive efforts of unions to secure organizing success and representation. A further problem with a regressor representing employer unfair labor practices is the possibility that it is jointly endogenous with union membership.^ To mitigate C. TIMOTHY KOELLER 23 this problem, the regressor ULP is lagged one year relative to the year for which the extent of union membership is measured. "Public Policy" Hypothesis. Changes in public policy can alter the demand and supply sides of the "market" for union services. M-N included three regressors to control for "public policy" effects. Two of these involving "govemment substitution" (Neumann and Rissman, 1984) are social welfare expenditures and unemployment compensation payments within states; M-N expected negative effects for these regressors, but because they found the first of these variables to be generally insignificant it is excluded from further consideration. Conceming the second regressor, M-N did not indicate its precise nature, but described it as a "measure of the expected unemployment compensation benefits in the state." Eurthermore, two opposite effects can be expected for such a regressor. The first is the negative one predicted by M-N, but a positive effect is also possible if this regressor accounts for higher unemployment benefits in heavily unionized states. Thus, as Stepina and Eiorito (1986) have suggested, there may be a substantial problem in measuring the "govemment substitution" effect. My models were estimated with and without a regressor for a state's unemployment compensation benefits paid in the previous year in order to capture the net result of these opposite effects. Because no statistically significant effect was found and inclusion did not add significantly to the models' explanatory powers, no models containing this regressor are reported. M-N's third "public policy" regressor is a dummy variable indicating a state right-to-work law. As Earber (1984) has reported, the effect of right-to-work laws on the extent of union membership may reflect a statutory impediment to unionism as well as worker preferences against union representation. Eollowing Elliott and Koeller (1985, 1992), an additional regressor is included in this study to capture political attitudes towards unionism across states; UAV is the state average of the fraction of instances that each U.S. senator or representative favored the AP'L-CIO's Committee on Political Education position on selected votes during each year. This proxy for a pro-union political environment should be positively related to the extent of union membership, and this effect should be observed even after taking into account the right-to-work dummy variable (RTW). "Union Organizing" Hypothesis. A decline in recent union organizing activity may have reduced the extent of new union membership and the extent of union representation. In this study union organizing activity is measured by two regressors that are expected to have positive effects on union membership. Eirst, the number of unfair labor practice charges lodged recently against unions (UNULP) was mentioned earlier in the discussion of the "management opposition" hypothesis. This regressor may capture recent union "militancy" during organizing activities. Second, the percentage of recent NLRB elections in which union representation was chosen (PU) is included as a regressor. Ereeman (1985) has cited the lack of research findings relating NLRB election results to union membership density.^ 24 JOURNAL OF LABOR RESEARCH Two econometric issues arise conceming these regressors. Eirst, it is possible that UNULP and PU are positively correlated; i.e., aggressive union behavior during organizing may be collinear with union organizing success. Second, there is the possibility of simultaneity bias of the estimated effect for PU\ union success in organizing manifest in higher membership density.^ This potential problem is dealt with by imposing a one-year lag on the regressor PU. State-Level Economic Conditions. Two additional regressors account for interstate differences in economic conditions: real hourly eamings (EARN) and the unemployment rate (UN). Previous researchers (e.g., M-N, Hunt and White, Hirsch) include measures of hourly eamings or per capita income on the hypothesis that the income elasticity of demand for union services is positive. In addition, Koeller (1985, 1992) and Lawler and Hundley (1983) suggest that states with relatively high eamings are those that are the most heavily unionized, and those where union organizing efforts are most successful. Koeller (1985) and Hirsch also suggest that eamings and unionization are determined simultaneously; following Hirsch, however, it is assumed that unions are not able to significantly increase aggregate eamings for a state, and causation is expected to run from the eamings regressor to union membership. The real hourly eamings regressor is derived by defiating each state's nominal average hourly eamings by a regional CPI. Eollowing Hunt and White and Koeller (1992), an unemployment rate regressor captures employment declines in heavily unionized (e.g., Rust-Belt) sectors of the economy. Also, as suggested by Ashenfelter and Pencavel, a high unemployment rate poses a threat to workers' employment security, a threat workers may attempt to minimize through union membership. In either case, this regressor should have a positive effect on the extent of union membership. III. Regression Results Estimates from an amended version of M-N's model are provided as a benchmark for the estimates of my expanded model. Ordinary least-squares was used for each of three sample periods with pooled biennial data: i958-1972, 1974-1982, and 19581982. The amended M-N model is: ^, ajNWLF-, + a^SLF^ + a^YLF^, -I- a^BCW-, ^ - , -F ajSOUTH-f + a^RTW^, + a^EARN^ + a^^ULP^, + «ll^5,-, + «,r The expanded model developed in this study is: UM., = Amended M-N Model H- b^2UNULP.^, -\- b^^lJAV^, + b.^PCTPT,, + b,,PU,, + b.^UN,, + «,,, where u is the error term, and data are pooled across states (0 and time (0. The data refiect values of the models' variables in 1958, 1960, 1968, 1970, 1972, 1974, 1976, 1978, 1980, and 1982. Data on the characteristics of each state's C. TIMOTHY KOELLER 25 labor force (WLE NWLE SLF, YLF, BCW, and PCTPT) are only available for the census years 1960, 1970, and 1980, so that census-year data are repeated for off-census years for these regressors on the assumption that these characteristics of the labor force did not change significantly within a two- to four-year period before and after each census year; e.g., 1970 values for these regressors were also reasonably valid as late as 1974.^ The three sample periods were chosen for a number of reasons. Eirst, the sample period 1958-1982 is reasonably comparable with M-N's period 1950-1980, and the sample period 1958-1972 permits comparisons with the results of studies by Hunt and White and Koeller (1985, 1992) using data for the early to mid-1970s. Second, Neumann and Rissman have reported that union membership as a percentage of nonagricultural employment was higher in 1960 than in earlier or later years studied by M-N (especially 1950). Data starting around 1960 and continuing to the 1980s thus captures the period of decline of American union membership density. Third, the two samples 1958-1972 and 1974-1982 provide a basis for examining changes in the effects of the determinants of union membership over the period 1958-1982. The substantial degrees of freedom afforded by these two pooled samples should also increase the likelihood of estimating statistically significant regression coefficients and lessen M-N's difficulty with multicollinearity in implementing Blinder's decomposition method. Einally, pooling data sets for 1958-1972, 1974-1982, and 1958-1982 permits a covariance analysis of the effect of time on union membership; dummy variables are introduced to represent the biennial years included in each of the pooled data sets. Cross-sectional regression results for the amended M-N model and the expanded model are reported in Table 2. The dependent variable used for each of the estimated equations is union membership as a percentage of a state's nonagricultural employment. Amended M-N Model. As reported in Table 2 (and especially equation (3)), the amended M-N model yields estimated results which are similar to those reported by M-N for the period 1950-1980. Exceptions to this result are the effects of the regressors WLF, SLF, BCW, EGPS, and EARN. In addition, adjusted R^ statistics for equations (l)-(3) are comparable to those reported by M-N (about .70). The estimated effect of the regressor WLF is negative but statistically insignificant in equations (1) through (3) of Table 2. This result was anticipated by M-N, who speculated that increased stability of employment and decreasing employment discrimination may account for a weakened effect of the regressor WLF. In addition, WLF exhibits substantial collinearity with other regressors, especially YLF, ULP, and SLF.^ The effect of the regressor SLF is mixed: positive (if insignificant) for 1958-1972 and negative for 1974-1982 and 1958-1982. The pre- and post-1973 comparison suggests, ceteris paribus, a decline in membership among older workers. In contrast, M-N found a positive effect for this regressor. They speculated that variations in the JOURNAL OF LABOR RESEARCH 26 y ^ Table 2 Regression Results: Determinants of the Extent of Union Membership Amended Moore-Newman Model Equation Data Set Adjusted R^ F mean of dep var. 1 1958-1972 .66 31.72 23.95 Intercept -8.50 (-.63) 3 1958-1982 .68 51.99 22.12 4 1958-1972 .74 34.42 23.95 21.01** (1.73) 12.35a (1.48) -58.43* (-3.94) -.22 (-1.00) -.01 (-.06) -.15 (-1.03) -.05 (-.23) -.38* (-2.41) -.25** (-1.87) NWLF .03 (.33) .09" (1.47) .07 (1.30) .12" (1.43) .06 (1.04) .05 (1.15) SLF .24 (.66) -1.26* (-4.31) -.51* (-2.20) 1.99* (4.56) -.98* (-3.78) .17 (.73) YLF -.20 (-.66) -.65* (-2.70) -.51* (-2.65) 1.27* (3.10) -.46** (-1.88) -.02 (-.09) BCW -.13a (-1.48) -.26* (-3.44) -.18* (-3.08) -.06 (-.67) -.17* (-2.73) -.09** (-1.78) EGPS .26* (4.69) .21* (4.28) .23* (6.18) .28* (5.59) .15* (3.72) .22* (6.64) SOUTH -1.97 (-1.17) -4.64* (-4.05) -3.84* (-3.95) -2.84** (-1.87) -2.81* (-2.96) -3.14* (-3.60) RTW -5.35* (-5.91) -6.07* (-8.90) -5.86* (-10.37) -.87 (-.85) -3.04* (-4.73) -2.88* (-4.83) EARN 14.40* (12.31) 11.25* (13.41) 12.35* (17.44) 11.58* (10.47) 8.28* (11.43) 9.92* (14.84) WLF ULP FS 2 1974-1982 .70 38.72 20.30 Expanded Model .04x10-2 ..09x10-2" (.27) (-1.55) 10.03* (1.97) 14.95* (3.88) -.05x10-2 (-.98) 10.15* (3.30) .05x10-2 (.40) 5 6 ;1974-1982 1958-1982 .81 .75 51.76 58.49 20.30 22.12 17.01** (1.66) -6.78 (-.80) -.05x10-2 -.04x10-2 (-1.05) (-.84) 5.66 (1.22) 14.35* (4.55) 7.61* (2.72) UNULP .01* (4.57) .01* (7.29) .01* (6.95) UAV .08* (3.63) .08* (5.52) .08* (5.85) -.96* (-3.60) .25 (1.38) -.20 (-1.29) .08* (2.27) .08* (2.83) .07* (3.11) 1.37* (2.27) .60* (4.01) .59* (3.69) PCTPT PU UN — — Numbers in parentheses are estimated t-statistics. » (**, ") = Significant at the 5 (10, 15) percent level (two-tail test). C. TIMOTHY KOELLER 27 estimated effect of the regressor SLF may reflect changing attitudes towards unions of workers in the "senior" age cohort over the 25-year period 1958-1982.'° If SLF is reflecting pro-union sentiment among these workers, it will be useful to examine its effect once a regressor is added to explicitly capture interstate differences in political attitudes towards unions (UAV, as reported below). A somewhat Weaker contrast applies to the regressor BCW. As reported in equations (1) through (3) of Table 2, this regressor generally exhibits a negative effect on union membership, suggesting a decline in union membership in traditionally unionized occupations. M-N found a positive effect for this regressor for the period 19501980, but few statistically significant effects for other sample periods. The regressor EGPS consistently has a positive effect on union membership, as expected, and in contrast to M-N's finding of no effect for a similar regressor. Finally, the regressor EARN exerts a positive effect on the extent of union membership, as expected. This result is in contrast to M-N's finding of no significant "income" effect; union membership thus appears to be a normal good. Expanded Model. Equations (4) through (6) of Table 2 indicate the increased explanatory power of my expanded model as compared with the amended M-N model. In fact, as will be discussed below, each of the regressors added within the expanded model has a statistically significant effect on the extent of union membership. "Structural" Hypothesis. In contrast to the amended M-N model (equations (l)-(3)), in the expanded model (equations (4)-(6)) the estimated effect of the regressor WLE is generally negative, and especially after 1972. This negative effect is consistent with results reported by M-N and by Hunt and White (1985) and Koeller (1992). Most noteworthy is that for the 1958-1972 sample period the estimated effect of WLE is not statistically significant, while the effect of the extent of part-time employment in a state (PCTPT) is strongly negative. This comparison is consistent with M-N's speculations conceming the independent effect of WLE in the presence of other "structural" regressors. The estimated effect of PCTPT varies between the two data sets 1958-1972 and 1974-1982. Negative and statistically significant in the earlier period (despite high positive correlations with WLE, SLF, and YLF), this effect tums weakly positive in the later period, possibly the result of high negative correlations between PCTPT and NWLF and SOUTH.^^ The estimated effect of the regressor SLF is positive and significant for the period 1958-1972 in equation (4), in contrast to no significant effect in equation (1); its effect remains negative for the period 1974-1982. Thus, having accounted for interstate differences in attitudes towards unions (the regressor UAV), the change in the effect of SLF over the period 1958-1982 is strengthened: change occurred over this time period in the "senior" age cohort's demand for union membership. "Management Opposition" Hypothesis. The regressor ULP generally exhibits no significant relationship to the extent of union membership. This result is comparable to that reported by M-N.'^ However, the regressor UNULP is positively related 28 JOURNAL OF LABOR RESEARCH to the dependent variable. If UNULP refiects workers' reactions to employer practices, these results suggest a possible indirect effect of employer unfair practices and, as noted by Hunt and White and Koeller (1992), they may indicate that employer unfair labor practices are counterproductive as a union avoidance strategy.'^ "Public Policy" Hypothesis. The estimated effects of the regressors CMVand RTW are as expected. UAV is positively related to union membership in equations (4)-(6), as found by Elliott and Koeller. The RTW regressor exerts a negative effect after 1972, lending support to M-N's proposition that state right-to-work laws may be increasing the cost of union organizing because of free-rider problems or may be weakening unions' bargaining positions and thus lowering demand for union representation. "Union Organizing" Hypothesis. The estimated effect of the regressor UNULP on union membership is generally positive, as expected; i.e., union membership is high in states where unions have recently opposed management's initiatives. The effect of recent union success in representation elections (PU) is also to sustain relatively high membership, as indicated by the positive effect reported for this regressor in equations (4)-(6). Einally, the regressor UN has a positive effect on union membership, as expected. Union membership may thus be perceived as a way for workers to minimize a possible threat to employment security, or it may reflect employment in declining sectors of the economy. In addition, the regression coefficients for the time dummy variables introduced into the models are not reported in Table 2 in order to conserve space. However, these coefficients are negative in each equation, indicating a decline in the extent of union membership, and these negative effects grew larger as time progressed. IV. Decomposition Results Eollowing M-N, Blinder's method is used to evaluate the relative importance of the four hypotheses advanced to explain the decline in union membership over the period 1958-1982. The decomposition can be expressed as: I/3/-XA - J^pE^E ^ j^pi^^xt - Xf) + IX-HPl^ -Pf), where B,. is the regression coefficient associated with regressor i, X,- is the mean value of this regressor, and each of the values are estimated for an earlier (E) and later (L) time period.''* The amount attributable to the regressors (the first summation on the right-hand side of the equation) is the difference in union density resulting from changes in the mean values of the regressors, with the unionization model estimated for the later sample period. The amount attributable to the coefficients (the second summation on the right-hand side) is the difference in union density resulting from how the regressors would have affected union density in the later sample period as compared with how the regressors actually affected the dependent variable in the earlier sample period. C. TIMOTHY KOELLER 29 As reported in Table 3, the regressors and regression coefficients of my expanded model predict a substantial decline in the extent of union membership, which decline more than offsets the predicted increase in the intercept value.'^ This analysis predicts a 23.6 percent net decrease in union membership, about twice the decrease predicted by M-N. Especially noteworthy is the substantial negative effect attributable to the regressor SLF. This effect dominates all others, including that attributable to the regressor WLF, and stands in sharp contrast to M-N's results for the WLF regressor. The different relative effect reported for WLF in Table 3 can be explained by the presence of other regressors in the model, notably PCTPT as explained earlier in the discussion of the results reported in Table 2. Eurthermore, the result attributable to the change of the coefficient for the regressor SLF is consistent with a decline in demand for union membership among older workers, as suggested earlier. Table 3 Decomposition of the Decline in Union Density, 1958-1972 to 1974-1982 Total Amount Attributable Amount Attributable to Regressors Amount Attributable to Coefficients WLF NWLF SLF YLF BCW EGPS SOUTH RTW EARN ULP FS UNULP UAV PCTPT PU UN -46.6% -1.0 -188.1 -160.0 -27.9 -28.7 -0.6 -6.1 -3.0 -1.5 11.4 0.2 -3.6 92.1 9.0 -4.2 -11.7% 0.5 11.6 -14.1 2.3 -1.8 0.0 0.0 10.9 -0.3 0.4 2.4 -0.1 -0.5 -5.3 4.9 -34.9% -1.5 -199.7 -145.9 -30.2 -26.9 -0.6 -6.1 -13.9 -1.2 11.0 -2.2 -3.5 92.6 14.3 -9.1 Subtotal Shift Coefficient Total -358.6% 335.0% -23.6% -0.8% -357.8% Independent Variable 30 JOURNAL OF LABOR RESEARCH Other noteworthy factors contributing to the decline in union membership include an increased negative effect of the regressor YLF and a decreased negative effect of the regressor P C r / T between the sample periods 1958-1972 and 1974-1982. In addition, the variables reflecting union organizing efforts (UNULP and PU) appear to have contributed little to the decline in union membership, although for PU there is a positive total effect resulting from an increased infiuence of PU on the dependent variable. That is, between the two sample periods decreases in union organizing success contributed to the decline in union membership, a finding consistent with results reported by Dickens and Leonard for the period 1950-1980. As with practically all of the independent variables (except real hourly eamings, EARN, and employer unfair labor practices, ULP), most of the total amount of decline of membership attributable to each regressor can be accounted for by changes in values of the regression coefficients. That is, even if the mean values of the regressors had remained constant between the sample periods 1958-1972 and 1974-1982, changes in the coefficients of these regressors would have resulted in a decline in union membership density. Thus, stmctural changes refiecting the process of unionization, rather than changes in the characteristics of workers and of the industrial relations environment, appear to be the principal source of the decline in union membership.'^ V. Conclusions Much of the decline in union membership during the period 1958-1982 is explained by changes in effects of "stmctural" variables, especially the proportion of women, of older workers, and of blue-collar workers in a state's labor force, which is consistent with M-N's findings. However, this study does not support M-N's conclusion that the most important factor in explaining this decline is the increasing proportion of women in the labor force. This difference may refiect the sample periods chosen for analysis. It also refiects the addition of a regressor capturing part-time work status, as well as substantial changes in the effects of the extent of blue-collar and older workers on union representation. Conceming the "union organizing" hypothesis, this study suggests some positive effects of union militancy and union organizing success on the extent of union membership. However, decomposition analysis reveals that these effects have not contributed substantially to the decline in union membership over this period; i.e., these effects are modest in comparison with those attributed to the "stmctural" variables. There appears to be little basis for attributing a substantial portion of the decline in union membership to aggressive employer unfair labor practices, to changes in states' political attitudes towards unions, or to the presence of state right-to-work laws. Of course, reduced-form models such as mine, M-N's, and others inevitably obscure important interactions among these and other factors underlying the movement away from union representation. It is unlikely, therefore, that repeated model- C. TIMOTHY KOELLER 31 ing of this type, especially using aggregated data, will increase our ability to sort out the effects of these factors. This study also suggests Stepina and Eiorito's conclusion that recent research on workers' entry into and exit from unions (e.g., studies examining the results of individual certification and decertification elections) will continue to be a key source of information on the processes contributing to changes in union representation. NOTES *I am indebted to John W. Ballantine, Frederick W. Cleveland, and an anonymous referee for their comments on an earlier version of this paper. ' M - N did not precisely define their firm size regressor; the regressor FS captures large-firm effects on the extent of union membership. 2Leonard (1992) also recently found that a substantial portion of the decline in union representation may be due to relatively slow employment growth in unionized plants. ^The extent of a state's population living in urban areas was found to be highly collinear with the variables FS and UAV within the 1958-1982 data set. "•AS noted below for the measure of employer unfair labor practices, the regressor UNULP is lagged one year relative to the year for which the extent of union membership is measured. ^See, e.g., Roomkin and Harris (1984), Koeller (1992), and Elliott and Huffman (1984). ^See Freeman (1985, p. 47). ''M-N and Neumann and Rissman also recognized this possible source of bias. 'Census of Population data for these variables for 1960 are repeated for 1958; data for 1970 are repeated for 1968, 1972, and 1974; data for 1980 are repeated for 1976, 1978, and 1982. 'Zero-order correlation coefficients between WLF and YLF, ULP, and SLF are .72, .35, and -.37, respectively, within the 1958-1982 data set. '"it also reflects collinearity between SLF and WLF (correlation coefficient = .21), NWLF (-.49), and SOUTH (-.43) in the sample period 1958-1972. "The probability value for the estimated coefficient for PCTPT in equation (5) is 17 percent. '^In contrast with M-N, the ULP regressor (as well as UNULP) is not expressed per thousand employees in a state. The absolute amounts were used to construct these regressors to avoid possible spurious correlation with the dependent variable. ''There may also remain some joint endogeneity between this regressor and the extent of union membership, i.e., charges of employer unfair labor practices may be filed more frequently in states having substantial union membership. '''Like M-N, in conducting the decompositions the model was reestimated using the natural logarithm of the extent of union membership as the dependent variable. " i t is, of course, impossible for the measure of unionization to decline by more than 100 percent. However, the orders of magnitude of the predicted effects attributed to each of the model's regressors provide a basis for comparing their relative explanatory powers. '*M-N's decomposition analysis reveals a similar finding, except that most of the effect on union membership attributed to their WLF regressor is accounted for by changes in its mean over the period 1950-1980. 32 JOURNAL OF LABOR RESEARCH REEERENCES Ashenfelter, Oriey, and John Pencavel. "American Trade Union Growth: 1900-1960." 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