Appendix
Data Appendix
Sample
We use de-identified administrative data on Chase deposit account, debit card, and credit card customers to construct a sample of 66,200 opposite-sex couples from October 2012 and December 2015, covering one year before and two years after the TILA reversal. At the end of data construction steps, we have a monthly household panel dataset that tracks spending and credit card outcomes for each spouse.
To construct the sample of 66,200 households (henceforth “All Sample”), we make two types of sample restrictions: demographic and account activity. We apply the following demographic filters. We focus on individuals in working age (25 to 65 years old) as of November 2013, or when the TILA reversal was implemented. We consider two opposite-sex adults with less than 16 years of age gap and the same last name residing in the same address as a household/family unit. Because individuals’ marital status is not directly observed, the gender composition and age gap restrictions are applied to focus on the sample that is most likely to represent married couples. Thus, the two adults in a household unit are assumed to be a married couple. Note that this sample restriction leaves many other types of household units, such as domestic partnership, same-sex couples, cohabiting couples, married couples with different last names, or married couples that live apart, among others.
Using this sample of two adult-member households, we apply the following account activity filters. We focus on spouses who are either a primary or secondary account holder of at least one active (i.e., having at least 5 transactions every month) Chase personal checking account. Since we do not require each spouse to have a separate checking account, this sample captures a wide range of account structure types, such as couples with only one joint checking account as well as those with both joint and separate accounts. For couples with joint accounts, we require spouses to have their own debit card associated with these shared accounts to be able to track each spouse’s spending on the joint accounts. We further restrict the sample to couples that make above poverty threshold annual labor income in 2013. We require at least one spouse to have a Chase personal credit card. Finally, we focus on couples where secondary earners did not have a sole Chase personal credit card account as of the beginning of the sample period (October 2012). This restriction allows us to focus on a sample of new credit card openers who are required to report income on their credit card applications around the TILA reversal.
We create a subsample of roughly 11,700 households (henceforth “Card Holder Sample”) where secondary earners eventually opened a sole personal Chase credit card at some point during the sample period. This helps to focus on the subsample of households where the credit gap between spouses eventually changed following the TILA reversal. For detailed rationale behind sample construction criteria and variable construction method, see Kim (2021) Section 4.
Measurement
- Consumption: monthly spouse-specific consumption is proxied by spending on each spouse’s financial accounts. Specifically, spouse’s consumption is defined as the sum of all spending categories on ’s sole and joint credit card, debit card, and checking accounts, including cash withdrawals and electronic transfers. To identify who spent what on the couples’ joint checking accounts, we identify which debit card is linked to whom and attribute spending to the respective debit card holder. For all other joint account transactions where the identity of the spender cannot be identified (e.g., joint credit card accounts where individual card holder cannot be identified or non-debit joint checking account transactions, such as electronic transfers), we assume that spouses equally shared these expenses. We define household consumption as the sum of the two spouses’ individual consumption and spouse-specific consumption shares as each spouse’s spending relative to total household spending.
- Credit: We construct two credit measures—independent credit and total credit. Spouse’s independent credit access is proxied by the sum of credit limits on each spouse’s sole credit card account; and ’s total credit access is the sum of credit limits on any credit card account he or she has access to either as a primary account holder or as an authorized user. Household credit access is measured as the sum of credit limits available to spouses and captures the couples’ total borrowing capacity if they pooled credit together. Credit limits on joint accounts are only counted once in the household-level aggregation.
- Income: monthly spouse-specific income is measured as the sum of labor income (payroll direct deposits), government transfers, and other income deposited to spouses’ sole and joint checking accounts for which they are the primary account holder. Since it is difficult to identify who earned what on the couples’ joint checking accounts, we treat the primary account holder as the earner of any income deposited to joint accounts. Using this income measure, we assume that a spouse is primary earner if he or she earned higher average monthly labor income relative to the other spouse in the pre-reversal period. A household is dual-income if (i) it receives more than 4 payroll direct deposits in a month; or (ii) receives more than 2 payroll deposits in a month and the difference in the amount deposited in each paycheck is larger than one standard deviation of monthly labor income that household receives on average. Households that are not classified dual-income are classified as single-income, and the lower- or non-earning partner in single-income households is assumed to be a stay-at-home spouse. There are two limitations of this income measure. First, each spouse’s level of income is likely to be inaccurate for dual-earner households where spouses deposit their respective income into joint accounts. Second, we may misclassify which spouse is the primary earner since we cannot cleanly identify which income streams belong to whom if both spouses deposit income into their joint checking accounts. For detailed discussions on why this mismeasurement is unlikely to bias estimated results, see Kim (2021) Section 4.2.