The impact of the Durbin Amendment on merchants: a survey study.
Wang, Zhu ; Schwartz, Scarlett ; Mitchell, Neil 等
Table 1 Summary of Merchant Attribute Variables (N = 420)
Merchant Sectors                Other Attributes
Apparel                10.5%    New Firm                    3.8%
Art                     2.4%    Emerging Payments          24.5%
Auto                    6.7%    Repeat Customers           46.7%
Casinos                 1.7%    Physical Store             86.4%
Consumer Electronics    7.9%    Online Channel             40.7%
Convenience Stores      6.7%    Other Channel              35.2%
Delivery Services       2.9%    East North Central         24.3%
Department Stores       3.1%    East South Central         13.8%
Discount Retail         5.2%    Middle Atlantic            23.8%
Education               0.5%    Mountain                   17.4%
Entertainment           8.3%    New England                16.7%
Fast Food              16.7%    Pacific                    28.3%
Grocery Stores          6.0%    South Atlantic             28.1%
Home Furnishings        6.0%    West North Central         16.9%
Home Improvement        5.5%    West South Central         21.0%
Hospitality             3.8%    Sales < $100,000           18.1%
Maintenance             4.0%    Sales $100,000-$1M         30.7%
Medical                 6.9%    Sales $1M-$10M             25.7%
Office Products         2.9%    Sales $10M-$100M           16.4%
Other Sector            3.3%    Sales > $100M               3.8%
Real Estate             1.4%    Sales Missing               5.2%
Restaurants            10.7%    Average Ticket < $10      23.81%
Services                5.0%    Average Ticket $10-$50    22.14%
Sporting Goods          3.8%    Average Ticket $50-$250   30.71%
Toys                    3.8%    Average Ticket >$250      23.33%
Transportation          4.5%
Table 2 Summary of Merchant Impact/Reaction Variables
(N = 420)
                                      Stay the                 Don't
Merchant Average           Decrease       Same    Increase      Know
Cost Change                     8%         41%         25%       26%
Small-Ticket Cost Change        3%         47%         27%       24%
Price Change                    2%         75%         23%        0%
Debit Restriction Change       12%         76%         12%        0%
                           Minimum
                            Amount    Surcharge   Discount    Others
Before Durbin                  26%         24%         20%       55%
After Durbin                   29%         20%         20%       58%
Table 3 Summary of Merchant Impact/Reaction Variables
Based on One-Sector Merchants (N = 362)
                                       Stay the                Don't
Sector Average             Decrease        Same    Increase     Know
Cost Change                      9%         43%         25%      23%
Small-Ticket Cost Change         3%         49%         25%      23%
Price Change                     2%         76%         23%       0%
Debit Restriction Change        13%         73%         14%       0%
Table 4 Debit Cost Change for All Transactions (Estimated
Probabilities)
Merchant Sector        Decrease    Stay the Same   Increase
Apparel                  0.070       0.632 ***       0.298
Art                      0.357       0.589 **        0.054
Auto                    0.100 *      0.677 ***     0.224 **
Casinos                0.112 **      0.686 ***     0.202 **
Consumer Electronics   0.126 **      0.693 ***     0.181 **
Convenience Stores       0.242       0.667 ***       0.091
Delivery Services        0.000         0.000       1.000 ***
Department Stores        0.032       0.474 ***     0.495 ***
Discount Retail          0.059       0.603 ***      0.338 *
Entertainment           0.163 *      0.696 ***      0.141 *
Fast Food               0.016 *      0.327 ***     0.657 ***
Grocery Stores          0.026 *      0.433 ***     0.541 ***
Home Furnishings       0.259 **      0.658 ***      0.084 *
Home Improvement         0.034       0.489 **       0.478 *
Hospitality              0.106       0.682 ***       0.211
Maintenance             0.166 *      0.696 ***       0.138
Medical                  0.141       0.696 ***       0.162
Office Products          0.024        0.414 *      0.561 **
Other Sector             0.038       0.515 ***     0.447 **
Real Estate              0.038       0.513 ***     0.449 **
Restaurants            0.047 **      0.561 ***     0.392 ***
Services               0.140 **      0.696 ***     0.164 ***
Sporting Goods         0.259 **      0.658 ***      0.084 *
Toys                     0.077       0.647 ***       0.276
Transportation         0.139 ***     0.696 ***     0.165 ***
Sector Average           0.111         0.576         0.313
Notes: *** p < 0.01, ** p < 0.05, * p < 0.1. The estimated
probabilities are based on an ordered logit regression that
includes other regressors as shown in Table 1. (Obs: 254;
[R.sup.2]: 0.17).
Table 5 Debit Cost Change for Small-Ticket Transactions
(Estimated Probabilities)
Merchant Sector        Decrease   Stay the Same   Increase
Apparel                 0.008       0.577 ***     0.415 ***
Art                     0.081       0.860 ***       0.060
Auto                   0.071 *      0.861 ***      0.068 *
Casinos                 0.000         0.000       1.000 ***
Consumer Electronics    0.026       0.802 ***       0.172
Convenience Stores      0.058       0.859 ***       0.083
Delivery Services       0.003         0.371       0.626 **
Department Stores      0.038 **     0.838 ***     0.125 ***
Discount Retail         0.006       0.501 **      0.493 **
Entertainment           0.025       0.796 ***     0.180 **
Fast Food               0.004       0.396 ***     0.600 ***
Grocery Stores          0.017       0.743 ***      0.239 *
Home Furnishings       0.167 **     0.806 ***      0.027 *
Home Improvement        0.030       0.816 ***       0.155
Hospitality             0.018       0.745 ***      0.238 *
Maintenance             0.003         0.316       0.681 ***
Medical                 0.018       0.751 ***     0.231 **
Office Products         0.003         0.364         0.633
Other Sector            0.013       0.696 ***       0.290
Real Estate             0.007       0.545 **        0.448
Restaurants            0.022 *      0.782 ***     0.195 **
Services               0.035 **     0.831 ***     0.134 ***
Sporting Goods          0.016       0.732 ***       0.252
Toys                    0.008       0.593 ***     0.399 **
Transportation          0.020       0.764 ***       0.216
Sector Average          0.028         0.654         0.318
Notes: *** p < 0.01, ** p < 0.05, * p < 0.1. The estimated
probabilities are based on an ordered logit regression that
includes other regressors as shown in Table 1. (Obs: 259;
[R.sup.2]: 0.20).
Table 6 Change of Prices: Estimated Probabilities
Merchant Sector        Decrease   Stay the Same   Increase
Apparel                 0.002       0.711 ***     0.286 ***
Art                    0.025 **     0.940 ***       0.035
Auto                   0.056 **     0.929 ***      0.015 *
Casinos                 0.037       0.940 ***       0.024
Consumer Electronics    0.006       0.863 ***       0.131
Convenience Stores      0.002       0.686 ***       0.312
Delivery Services       0.000         0.000       1.000 ***
Department Stores       0.002       0.655 **        0.343
Discount Retail         0.005       0.827 ***       0.168
Entertainment           0.009       0.895 ***       0.097
Fast Food               0.001       0.602 ***     0.396 ***
Grocery Stores          0.003       0.734 ***      0.264 *
Home Furnishings        0.015       0.929 ***       0.056
Home Improvement        0.004       0.822 ***       0.174
Hospitality             0.006       0.866 ***      0.127 *
Maintenance             0.002       0.661 ***      0.337 *
Medical                 0.006       0.852 ***      0.142 *
Office Products         0.000         0.222       0.778 ***
Other Sector           0.043 **     0.937 ***      0.020 *
Real Estate             0.009       0.902 ***       0.089
Restaurants             0.002       0.727 ***     0.270 ***
Services                0.011       0.910 ***      0.080 *
Sporting Goods         0.027 **     0.941 ***     0.032 **
Toys                    0.032       0.941 ***       0.027
Transportation          0.004       0.798 ***       0.199
Sector Average          0.012         0.772         0.216
Notes: *** p < 0.01, ** p < 0.05, * p < 0.1. The estimated
probabilities are based on an ordered logit regression that
includes other regressors as shown in Table 1. (Obs: 340;
[R.sup.2]: 0.21).
Table 7 Change of Debit Restrictions: Estimated
Probabilities
Merchant Sector        Decrease    Stay the Same   Increase
Apparel                0.161 **      0.792 ***     0.047 **
Art                      0.142       0.804 ***       0.054
Auto                    0.112 *      0.818 ***      0.070 *
Casinos                 0.092 *      0.823 ***     0.0860 *
Consumer Electronics     0.073       0.820 ***       0.107
Convenience Stores     0.099 **      0.822 ***     0.080 **
Delivery Services        0.011        0.517 *        0.472
Department Stores        0.033       0.750 ***       0.217
Discount Retail          0.255       0.718 ***       0.027
Entertainment           0.064 *      0.814 ***     0.122 **
Fast Food              0.118 **      0.816 ***     0.066 **
Grocery Stores         0.111 **      0.818 ***      0.071 *
Home Furnishings         0.042       0.780 ***       0.178
Home Improvement       0.118 **      0.816 ***     0.066 **
Hospitality              0.039       0.772 ***      0.189 *
Maintenance              0.021       0.671 ***     0.308 **
Medical                 0.117 *      0.816 ***      0.067 *
Office Products          0.041       0.776 ***       0.183
Other Sector            0.027 *      0.717 ***     0.257 **
Real Estate              0.387       0.599 **        0.015
Restaurants            0.109 ***     0.819 ***     0.072 ***
Services                0.169 *      0.786 ***       0.045
Sporting Goods         0.265 **      0.710 ***       0.026
Toys                     0.092       0.822 ***       0.085
Transportation           0.036       0.762 ***      0.202 *
Sector Average           0.109         0.766         0.124
Notes: *** p < 0.01, ** p < 0.05, * p < 0.1. The estimated
probabilities are based on an ordered logit regression that
includes other regressors as shown in Table 1. (Obs: 340;
[R.sup.2]: 0.10).
Table 8 Logit Regressions: Merchant Reactions to a Debit
Cost Decrease
                                                 Not          No
Variables                          Price     Restricting    Minimum
                                  Decrease   Debit After     After
Not Restricting Debit Before         --       0.746 ***
                                               (0.051)
No Minimum Before                    --                    0.611 ***
                                                            (0.072)
No Surcharge Before                  --
No Discount Before                   --
Small-Ticket Costs Decreased,        --       0.258 ***
  Total Costs Decreased                        (0.047)
Small-Ticket Costs Decreased,        --                     -0.233
  Total Costs Did Not Decrease                              (0.409)
Small-Ticket Costs Did Not           --        -0.004      0.125 **
  Decrease, Total Costs                        (0.184)      (0.058)
  Decreased
Other Regressors                     --       Included     Included
Obs                                              334          330
Pseudo [R.sup.2]                     --         0.530        0.383
                                     No          No
Variables                         Surcharge   Discount
                                    After       After
Not Restricting Debit Before
No Minimum Before
No Surcharge Before               0.877 ***
                                   (0.048)
No Discount Before                            0.889 ***
                                               (0.058)
Small-Ticket Costs Decreased,       0.018
  Total Costs Decreased            (0.012)
Small-Ticket Costs Decreased,       0.018       0.015
  Total Costs Did Not Decrease     (0.012)     (0.019)
Small-Ticket Costs Did Not         -0.027      -0.005
  Decrease, Total Costs            (0.073)     (0.018)
  Decreased
Other Regressors                  Included    Included
Obs                                  285         324
Pseudo [R.sup.2]                    0.663       0.659
Notes: Robust standard errors in parentheses. *** p < 0.01,
** p < 0.05, * p < 0.1.
Table 9 Merchant Reactions to a Debit Cost Decrease
(Estimated Probabilities)
                                            Not          No
Variables                               Restricting    Minimum
                                        Debit After     After
Had Restriction/Minimum/Surcharge/       0.193 ***    0.305 ***
  Discount Before                         (0.044)      (0.068)
Didn't Have Restriction/Minimum/         0.939 ***    0.916 ***
  Surcharge/Discount Before               (0.019)      (0.022)
Small-Ticket Costs Decreased,            0.975 ***
  Total Costs Decreased                   (0.030)
Small-Ticket Costs Decreased,                           0.581
  Total Costs Did Not Decrease                         (0.417)
Small-Ticket Costs Did Not               0.713 ***    0.949 ***
  Decrease, Total Costs Decreased         (0.183)      (0.054)
Small-Ticket Costs Did Not Decrease,     0.717 ***    0.824 ***
  Total Costs Did Not Decrease            (0.042)      (0.031)
Other Regressors                          At mean      At mean
Obs                                         334          330
                                           No          No
Variables                               Surcharge   Discount
                                          After       After
Had Restriction/Minimum/Surcharge/      0.120 ***    0.105 *
  Discount Before                        (0.047)     (0.055)
Didn't Have Restriction/Minimum/        0.997 ***   0.994 ***
  Surcharge/Discount Before              (0.003)     (0.004)
Small-Ticket Costs Decreased,           1.000 ***
  Total Costs Decreased                  (0.000)
Small-Ticket Costs Decreased,           1.000 ***   0.993 ***
  Total Costs Did Not Decrease           (0.000)     (0.019)
Small-Ticket Costs Did Not              0.953 ***   0.973 ***
  Decrease, Total Costs Decreased        (0.080)     (0.022)
Small-Ticket Costs Did Not Decrease,    0.982 ***   0.978 ***
  Total Costs Did Not Decrease           (0.013)     (0.012)
Other Regressors                         At mean     At mean
Obs                                        285         324
Notes: Standard errors in parentheses. *** p < 0.01, ** p < 0.05,
* p < 0.1.
Table 10 Variation of Debit Cost Decrease Across Merchant
Sectors
                                            Small-Ticket Costs
                       Small-Ticket Costs    Decreased, Total
                        Decreased, Total      Costs Did Not
Merchant Sector         Costs Decreased          Decrease
Apparel                               0%                   0%
Art                                  13%                   0%
Auto                                  0%                   0%
Casinos                               0%                   0%
Consumer Electronics                  0%                   0%
Convenience Store                    15%                   0%
Delivery Services                     0%                   0%
Department Stores                     0%                   0%
Discount Retail                       8%                   0%
Entertainment                         0%                   0%
Fast Food                             0%                   0%
Grocery Stores                        0%                   6%
Home Furnishings                      0%                   0%
Home Improvement                      0%                   0%
Hospitality                           0%                   0%
Maintenance                           0%                   0%
Medical                               0%                   0%
Office Products                       0%                  17%
Other Sector                          8%                   0%
Real Estate                           0%                   0%
Restaurants                           3%                   0%
Services                              0%                   0%
Sporting Goods                        0%                   0%
Toys                                  0%                   0%
Transportation                        0%                   0%
Merchant Average                    1.8%                 0.6%
Sector Average                      1.9%                 0.9%
                       Small-Ticket Costs   Small-Ticket Costs
                       Did Not Decrease,    Did Not Decrease,
                          Total Costs        Total Costs Did
Merchant Sector            Decreased           Not Decrease
Apparel                              17%                  83%
Art                                  13%                  75%
Auto                                 13%                  88%
Casinos                               0%                 100%
Consumer Electronics                  8%                  92%
Convenience Store                    15%                  69%
Delivery Services                     0%                 100%
Department Stores                     0%                 100%
Discount Retail                       0%                  92%
Entertainment                        10%                  90%
Fast Food                             2%                  98%
Grocery Stores                        0%                  94%
Home Furnishings                      0%                 100%
Home Improvement                     10%                  90%
Hospitality                           7%                  93%
Maintenance                          17%                  83%
Medical                              16%                  84%
Office Products                       0%                  83%
Other Sector                          0%                  92%
Real Estate                           0%                 100%
Restaurants                           0%                  97%
Services                             10%                  90%
Sporting Goods                       25%                  75%
Toys                                 17%                  83%
Transportation                        0%                 100%
Merchant Average                    7.1%                90.6%
Sector Average                      7.2%                90.1%
Table 11 Logit Regressions: Merchant Reactions to a Debit
Cost Increase
                                   Price     Restricting    Minimum
Variables                        Increase    Debit After     After
Restricting Debit Before                      0.718 ***
                                               (0.055)
Minimum Before                                             0.473 ***
                                                            (0.098)
Surcharge Before
Discount Before
Small-Ticket Costs Increased,    0.630 ***    0.428 ***    0.431 ***
Total Costs Increased             (0.095)      (0.111)      (0.111)
Small-Ticket Costs Increased,    0.761 ***      0.286       0.315 *
Total Costs Did Not Increase      (0.079)      (0.184)      (0.160)
Small-Ticket Costs Did Not       0.431 ***    0.526 ***    0.421. ***
Increase, Total Costs             (0.154)      (0.124)      (0.144)
   Increased
Other Regressors                 Included     Included      Included
Obs                                 292          336          336
Pseudo [R.sup.2]                   0.426        0.568        0.443
                                 Surcharge   Discount
Variables                          After       After
Restricting Debit Before
Minimum Before
Surcharge Before                 0.724 ***
                                  (0.099)
Discount Before                              0.830 ***
                                              (0.074)
Small-Ticket Costs Increased,     0.152 *      0.054
Total Costs Increased             (0.086)     (0.048)
Small-Ticket Costs Increased,      0.136       0.011
Total Costs Did Not Increase      (0.099)     (0.026)
Small-Ticket Costs Did Not         0.091       0.058
Increase, Total Costs             (0.153)     (0.062)
   Increased
Other Regressors                 Included    Included
Obs                                 285         330
Pseudo [R.sup.2]                   0.684       0.653
Notes: Robust standard errors in parentheses. *** p < 0.01,
** p < 0.05, * p < 0.1.
Table 12 Merchant Reactions to a Debit Cost Increase
(Estimated Probabilities)
                                       Price     Restricting
Variables                            Increase    Debit After
Didn't Have Restriction/Minimum/                  0.065 ***
  Surcharge/Discount Before                        (0.020)
Had Restriction/Minimum/                          0.782 ***
  Surcharge/Discount Before                        (0.049)
Small-Ticket Costs Increased,        0.596 ***    0.573 ***
  Total Costs Increased               (0.103)      (0.100)
Small-Ticket Costs Increased,        0.747 ***    0.414 **
  Total Costs Did Not Increase        (0.106)      (0.171)
Small-Ticket Costs Did Not           0.331 **     0.681 ***
  Increase, Total Costs Increased     (0.131)      (0.144)
Small-Ticket Costs Did Not           0.051 ***    0.170 ***
  Increase, Total Costs Did Not       (0.017)      (0.037)
  Increase
Other Regressors                      At mean      At mean
Obs                                     292          336
                                      Minimum    Surcharge   Discount
Variables                              After       After       After
Didn't Have Restriction/Minimum/     0.079 ***     0.004       0.007
  Surcharge/Discount Before           (0.020)     (0.004)     (0.005)
Had Restriction/Minimum/             0.551 ***   0.728 ***   0.836 ***
  Surcharge/Discount Before           (0.094)     (0.099)     (0.072)
Small-Ticket Costs Increased,        0.451 ***    0.119 *      0.061
  Total Costs Increased               (0.102)     (0.068)     (0.043)
Small-Ticket Costs Increased,        0.309 **      0.086       0.022
  Total Costs Did Not Increase        (0.137)     (0.053)     (0.023)
Small-Ticket Costs Did Not           0.415 ***     0.057       0.059
  Increase, Total Costs Increased     (0.135)     (0.085)     (0.056)
Small-Ticket Costs Did Not           0.075 ***     0.008       0.014
  Increase, Total Costs Did Not       (0.020)     (0.007)     (0.010)
  Increase
Other Regressors                      At mean     At mean     At mean
Obs                                     336         285         330
Notes: Standard errors in parentheses. *** p < 0.01, ** p < 0.05,
* p < 0.1.
Table 13 Variation of Debit Cost Increase Across Merchant
Sectors
                                            Small-Ticket Costs
                       Small-Ticket Costs    Increased, Total
                        Increased, Total      Costs Did Not
Merchant Sector         Costs Increased          Increase
Apparel                              17%                   9%
Art                                   0%                  13%
Auto                                  6%                   0%
Casinos                               0%                  50%
Consumer Electronics                  8%                   8%
Convenience Store                     8%                   8%
Delivery Services                    50%                   0%
Department Stores                     0%                   0%
Discount Retail                      46%                   8%
Entertainment                        15%                   5%
Fast Food                            33%                  10%
Grocery Stores                       13%                  13%
Home Furnishings                      0%                   0%
Home Improvement                     10%                   0%
Hospitality                          13%                   7%
Maintenance                          17%                  17%
Medical                              11%                   5%
Office Products                      50%                  17%
Other Sector                         25%                   0%
Real Estate                          33%                  17%
Restaurants                           9%                   6%
Services                              5%                   0%
Sporting Goods                        0%                  13%
Toys                                 17%                  17%
Transportation                        0%                  23%
Merchant Average                     16%                   8%
Sector Average                       15%                  10%
                       Small-Ticket Costs   Small-Ticket Costs
                       Did Not Increase,    Did Not Increase,
                          Total Costs        Total Costs Did
Merchant Sector            Increased           Not Increase
Apparel                              13%                  61%
Art                                  13%                  75%
Auto                                 19%                  75%
Casinos                               0%                  50%
Consumer Electronics                  8%                  75%
Convenience Store                     8%                  77%
Delivery Services                    50%                   0%
Department Stores                    25%                  75%
Discount Retail                       0%                  46%
Entertainment                         5%                  75%
Fast Food                             8%                  48%
Grocery Stores                       19%                  56%
Home Furnishings                      0%                 100%
Home Improvement                     20%                  70%
Hospitality                           0%                  80%
Maintenance                           0%                  67%
Medical                              11%                  74%
Office Products                       0%                  33%
Other Sector                          8%                  67%
Real Estate                           0%                  50%
Restaurants                          11%                  74%
Services                              0%                  95%
Sporting Goods                        0%                  88%
Toys                                 17%                  50%
Transportation                        8%                  69%
Merchant Average                      9%                  67%
Sector Average                       10%                  65%