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%