A dataset from a loan application fraud detection domain

Before taking out a consumer loan, it is worth calculating all the interest and overpayments in advance, so that you understand the acceptability of the loan offer before applying. This way you will know in advance how much you will need to pay each month to repay the loan. Loan payments are most often calculated using two payment schemes: annuity and differential. Which of them is applied in a particular proposal is specified in the loan agreement. Knowing the formula of a particular scheme, you can calculate the amount of the monthly payment and know in advance its full amount with all the overpayments. In rare cases, a bank offers to choose the scheme.

Each banking institution has its own procedures, rules and methodologies for examining and analyzing the creditworthiness of a potential borrower applying for a loan. The underwriting procedure results in a positive decision on the loan application or refusal to grant a loan, or a compromise decision: granting a loan, but in the amount and/or under the conditions that are favorable to the bank, even if they differ from the client's expectations. That is, a credit underwriter is a specialist who makes such decisions.

Gradual repayment of the loan through regular payments of principal and accrued interest is the amortization of the debt. Specific repayment terms are determined according to the concluded loan agreement and are fixed in the payment schedule. The payments are broken down for the entire term of the loan agreement and consist of the 'principal' (original amount of the loan) and interest. The amount of the amortization charges in this case shows the total amount of repayment at the moment.

A USDA (United States Department of Agriculture) loan is a mortgage loan with no down payment issued to U.S. citizens for the purchase of real estate in rural and suburban areas. As a rule, the target audience of USDA loans are people with incomes below average, who cannot afford to buy a house in urban areas, as well as people who, for some reason, are unable to conclude a standard mortgage agreement.

The main difference is that with a conventional loan the borrower is required to pay mortgage insurance only if the down payment is less than 20%, and with FHA (Federal Housing Administration) mortgage insurance is paid regardless of the size of the down payment. There is also a difference in the maximum loan amount.

In the case of FHA (Federal Housing Administration) loans the minimum acceptable credit score is directly related to the amount of the down payment. If we are talking about a minimum down payment of 3.5% of the property value, your credit score must be 580 or higher. However, if you can make a 10% down payment, the credit score requirement goes down to 500.

An FDA (Federal Department of Agriculture) loan means a government low-interest loan system designed for people who are unable to take advantage of a standard mortgage. The main features of FDA loans are that there is no down payment and that the borrower may only purchase a home in clearly designated rural or suburban areas.

Loan origination fee is an upfront fee associated with opening an account with a bank, broker, or other processing entity in connection with obtaining a loan. It is usually a fixed amount, but sometimes the fee is spread over the term of the loan or integrated into the interest rate. It is worth adding that in some countries, loan fees are prohibited at the state level.

A monthly payment consists of a payment of principal and accrued interest. The principal to interest ratio may vary. If a borrower is delinquent, penalties and late payment charges may be added to the payment. There are two ways to calculate a loan: annuity and differential. To calculate the approximate amount of the payment before the loan is taken out, all you need to know is the loan amount, the interest rate and the term of the loan. It is important to consider that in fact the loan may include a number of other payments, such as for insurance or informing about the transactions. This will be specified in the loan agreement. And in general to calculate the monthly payment you can always use a loan calculator.

PMI (private mortgage insurance) cost for FHA (Federal Housing Administration) loans depends on some factors such as credit history and LTV (loan to value) ratio and amounts to $30 to $70 a month.

Credit is an economic contractual relationship in which one party receives money, goods or property from the other party, not prohibited by the relevant legislation, and promises to provide reimbursement (payment) or return the resources in the future. In fact, credit is the legal formulation of an economic obligation.

Although the range of interest rates offered by U.S. lending institutions in 2021 varies from 3% to 36%, the average interest rate for personal loans has remained about the same for the past 2-3 years, namely 11-12%. Of course, this figure is purely theoretical, because in practice everything depends on a variety of factors and criteria.

Broadly speaking, a security loan is a credit granted by a financial institution against the security of the borrower's property or assets. A security loan, in turn, has several varieties and classifications, in particular, regulating the extent to which the borrower is liable to the lender in the event of default.