Agricultural and Rural Credit Management

Introduction and Context

Agricultural and rural credit management concerns the design, appraisal, delivery, monitoring and recovery of finance for activities located within rural economies. It includes crop production, livestock, fisheries, farm mechanisation, warehousing, rural housing, rural transport, trading, agro-processing and micro, small and medium enterprises (MSMEs). Although agriculture remains the central economic activity in many rural regions, rural credit is not synonymous with crop lending. Rural households commonly combine farming, wage labour, livestock, petty trade and remittances. Sound credit management must therefore assess the complete household and enterprise cash-flow system rather than one isolated activity.

Rural lending is difficult because incomes are seasonal, production is exposed to weather and disease, land records may be incomplete, markets are volatile, borrowers may lack formal accounts, and collateral is often limited. These difficulties do not justify indiscriminate risk avoidance. They require adapted appraisal methods, appropriate products, portfolio diversification, insurance, value-chain partnerships and disciplined monitoring.

The central credit question is not merely whether a borrower owns an asset. It is whether the proposed activity will generate sufficient, timely and reliable cash to repay debt while preserving the borrower’s productive capacity.

Learning Objectives

After studying this chapter, the learner should be able to:

1. Distinguish major categories of agricultural and rural credit.
2. Appraise crop, term, dairy, fisheries, farm-equipment, warehouse, rural-housing and MSME finance.
3. Apply cash-flow, scale-of-finance, collateral, insurance and value-chain approaches.
4. Calculate and interpret repayment capacity, debt-service coverage and loan-to-value measures.
5. Design appropriate sanctions, disbursement schedules, monitoring systems and recovery strategies.
6. Evaluate ethical, regulatory, technological and climate-related implications of rural lending.

1. The Rural Credit Architecture

Rural credit may be classified by purpose, tenor, security and delivery channel.

Short-term crop loans finance seed, fertiliser, labour, pesticides, irrigation and harvesting. Term loans finance assets such as tractors, milch animals, boats, cold-storage equipment, sheds and housing. Working-capital facilities finance inventory and receivables in rural trade and processing. Warehouse finance bridges the period between harvest and a later sale.

A useful distinction is between production risk and credit risk. Production risk arises from drought, flood, pests, disease or technical failure. Credit risk is the possibility that the borrower will not meet contractual obligations. Production risk becomes credit risk when it reduces repayment cash flow. Insurance, diversification and value-chain contracts may reduce production risk, but they do not eliminate moral hazard, market risk or poor management.

2. Principles of Agricultural Credit Management

2.1 The adapted five Cs

The traditional five Cs—character, capacity, capital, collateral and conditions—remain useful, but they require rural interpretation.

• Character: repayment behaviour, business reputation, transparency and willingness to disclose information.
• Capacity: ability of the activity and household to generate cash after operating expenses.
• Capital: borrower contribution, retained earnings, livestock equity and other risk-bearing resources.
• Collateral: enforceable security, including land, buildings, equipment, inventory, receivables or guarantees.
• Conditions: commodity prices, weather, policy, local infrastructure, market access and interest-rate conditions.

Collateral should support, not replace, repayment analysis. A bank that relies entirely on land security may approve an economically weak project and still face costly enforcement, social harm and impaired collateral value.

2.2 The cash-flow principle

The lender should construct a month-by-month or season-by-season cash-flow statement. A basic period-end cash balance is:

Here, t denotes the relevant period. All items must be measured in the same currency and period. The equation is an accounting identity, not a guarantee of repayment. It is useful only when inflows are realistic, expenses are complete and timing is correctly represented.

Debt-service coverage ratio (DSCR) is commonly expressed as:

Cash available for debt service should generally be calculated before the proposed principal and interest payment but after necessary operating costs and essential household withdrawals. A DSCR above 1 indicates theoretical coverage; it does not establish adequate risk protection. The minimum acceptable level depends on volatility, tenor, security, borrower strength and institutional policy. A lender should test DSCR under adverse prices, yields and costs rather than rely on one optimistic estimate.

For a loan with annual principal and interest obligations of ₹240,000 and projected cash available for debt service of ₹360,000:

The borrower has ₹1.50 of projected cash for every ₹1 of scheduled debt service. If adverse conditions reduce cash available to ₹216,000, DSCR falls to 0.90, indicating a repayment shortfall.

2.3 Scale of finance

For crop lending, the scale of finance is a benchmark estimate of cultivation cost per unit of area and crop. It may be prescribed or determined by an authorised institutional process. It normally includes seed, nutrients, plant protection, hired labour, irrigation, machinery services and other approved costs. The sanctioned production limit may be estimated as:

The adjustment may reflect local conditions, irrigation status, input inflation, borrower contribution and institutional policy. The formula is a starting point, not a substitute for field verification. A borrower cultivating 4 hectares with an approved cost of ₹55,000 per hectare has a benchmark cost of ₹220,000 before applicable adjustments. The lender must still examine land access, crop suitability, past performance, marketability and existing liabilities.

Over-financing can encourage diversion and increase repayment stress; under-financing can reduce yield and make an otherwise viable crop unprofitable. Scale-of-finance norms must therefore be updated and applied with professional judgment.

3. Appraisal of Major Rural Credit Products

3.1 Crop finance

Crop finance is usually short-tenor and linked to the production cycle. Appraisal should cover:

1. legal or documented access to land;
2. acreage, crop, season, irrigation and historical yield;
3. input requirements and timing;
4. expected price and realistic sale channel;
5. existing loans and household obligations;
6. insurance eligibility and coverage;
7. post-harvest storage and repayment timing.

A crop budget should distinguish cash costs from non-cash family labour, but should not ignore the economic value of family labour when comparing alternative uses. Revenue estimates should use conservative yields and prices. Where income from several crops or non-farm activities supports repayment, correlation among risks should be considered: a regional drought may affect crops, livestock fodder and wage employment simultaneously.

Repayment should be aligned with harvest and sale, while avoiding a structure that encourages distress sale immediately after harvest. Revolving or seasonal facilities require transaction-level monitoring and periodic review.

3.2 Agricultural term loans

Term loans finance productive assets whose benefits extend across several seasons. Appraisal must compare the asset’s useful life with loan maturity and repayment schedule. The lender should verify quotations, borrower contribution, installation, maintenance, operator skill, utilisation and resale value.

For an asset costing ₹1,000,000, a borrower contribution of ₹250,000 and a loan of ₹750,000, the loan-to-cost ratio is:

Loan-to-value (LTV) is different:

If the enforceable collateral value is ₹1,200,000, LTV is 62.5%. Valuation must account for forced-sale discounts, marketability, title defects and enforcement costs. A high-value asset may be poor collateral if it is specialised, difficult to repossess or located where resale demand is weak.

Repayment may be monthly, quarterly, half-yearly or seasonal. A repayment schedule should reflect the asset’s cash-generation pattern, not merely the lender’s administrative convenience.

3.3 Dairy finance

Dairy lending combines biological, operational and market risks. Appraisal should assess breed, age, lactation stage, veterinary history, feed availability, water, shed hygiene, labour, milk collection arrangements and insurance. Revenue depends on litres sold, collection frequency, quality-linked price and the number of productive animals.

A dairy cash-flow model should include feed, fodder, veterinary expenses, labour, utilities, breeding, insurance and replacement costs. The lender should stress-test disease, lower milk yield and price reduction. Financing all animals at once may create concentration risk; phased acquisition and direct payment to reliable suppliers can reduce misuse.

The bank should verify that insurance covers the financed animals and that claim procedures, tagging and veterinary certification are understood. Insurance is risk transfer, not repayment capacity: claim delays, exclusions, deductibles and underinsurance remain relevant.

3.4 Fisheries finance

Fisheries finance may support ponds, nets, boats, engines, cages, hatcheries, feed and cold-chain facilities. Appraisal requires attention to water rights, environmental permissions, stocking density, disease control, seasonality, fuel costs, landing facilities and buyer access. For capture fisheries, weather restrictions and fuel-price volatility are important. For aquaculture, biological survival rates and feed conversion are central.

The lender should distinguish working capital from fixed investment and avoid assuming that gross harvest value equals cash available. Spoilage, mortality, commissions, transport and unsold inventory can materially reduce margins. Insurance availability and environmental compliance should be verified before disbursement.

3.5 Farm-equipment finance

Equipment finance should be based on utilisation, not prestige. The key question is whether expected incremental contribution from the asset covers operating costs and debt service. For custom-hiring equipment, the lender should examine local demand, booking records, competing machines, operator capacity and downtime.

A simple annual contribution estimate is:

The estimate should exclude double counting. For example, if family labour is used, its economic value should be considered when comparing alternatives, even if no cash wage is paid. Residual value should be conservative and should not be treated as regular repayment income.

3.6 Warehouse and post-harvest finance

Warehouse finance enables a producer or trader to retain commodities after harvest and sell when prices, quality or market access improve. It may be secured by warehouse receipts or inventory control arrangements. A sound structure requires:

• an approved warehouse and independent inspection;
• verified quantity, quality and ownership;
• insurance against relevant perils;
• controls over release, substitution and sale;
• realistic haircuts for price volatility, shrinkage and quality deterioration;
• a defined liquidation and margin-call process.

If eligible inventory value is ₹2,000,000 and the lending margin is 65%, the maximum advance is ₹1,300,000. The margin protects against price decline and costs of liquidation. The lender must monitor both physical inventory and legal control; a receipt without effective control may create false comfort.

3.7 Rural housing finance

Rural housing loans may finance construction, extension, repair or sanitation. Appraisal should verify land title or acceptable tenure rights, approved plans where required, construction cost, borrower contribution, stage-wise progress and repayment capacity from all household income sources. Disbursement in construction stages reduces diversion risk.

Housing is often a social necessity, but affordability remains essential. A bank should not treat a family’s willingness to sacrifice food, education or health expenditure as evidence of capacity. Technical verification is required because incomplete construction, poor quality or disputed land can weaken both social outcomes and security.

3.8 Rural MSME finance

Rural MSMEs include mills, repair shops, transport operators, food processors, retailers, service enterprises and artisan businesses. Appraisal should use formal statements where available, but also reconcile bank statements, digital receipts, purchase records, inventory, tax filings, utility consumption and customer concentration.

Working-capital need may be approximated from the operating cycle:

The identity is appropriate for an operating estimate when the components are measured consistently. It should be adjusted for cash balances, seasonal peaks, advances, taxes and non-operating items. Excessive finance against inflated inventory or slow receivables is a common weakness.

A lender should assess break-even conditions, supplier dependence, buyer concentration, competition, succession, digital fraud exposure and compliance obligations. Cash-flow lending may be more suitable than collateral-led lending when the enterprise has reliable transaction records but limited fixed assets.

4. Collateral, Guarantees and Insurance

Collateral performs three functions: it reduces expected loss if default occurs, disciplines borrower behaviour and may improve recovery. It cannot compensate for an unviable project. Security documentation must establish ownership, priority, enforceability, valuation and insurance.

Relevant forms include land and buildings, hypothecation of equipment, livestock, inventory, receivables, deposits, third-party guarantees, group guarantees and government or institutional credit guarantees. Each has different perfection and enforcement requirements. Agricultural land may have transfer restrictions or fragmented titles; livestock may move or die; inventory may be commingled; receivables may be disputed.

Insurance should be integrated into risk design. Important covers may include crop, livestock, equipment, property, transit, fisheries and credit-life insurance. The credit officer should verify insured peril, sum insured, beneficiary, premium payment, exclusions, waiting periods, claim documentation and settlement process. Insurance cannot cover poor management, price risk or all basis risk. A crop policy may pay according to an index while the borrower experiences a different local loss.

5. Value-Chain and Relationship-Based Lending

Value-chain finance evaluates relationships among input suppliers, producers, aggregators, processors, transporters, warehouses, retailers and final buyers. Repayment may be supported by purchase contracts, controlled payments, input deductions or assignment of receivables.

A value-chain approach can reduce information asymmetry because the lender uses transaction evidence from several participants. It may also lower marketing risk and improve technical support. However, concentration risk can increase if one buyer or processor controls the chain. Contract terms must be transparent, prices must not be exploitative, and borrowers should retain meaningful choice where possible.

Relationship-based lending uses local knowledge, repeated interactions, peer information and observed behaviour. It is valuable where formal data are scarce, but it can create bias, privacy concerns and inconsistent decisions. Combining local judgment with documented rules, transaction data and independent review is preferable.

6. Credit Process and Portfolio Management

A disciplined process normally includes:

1. Origination: identify purpose, borrower, activity and requested amount.
2. Due diligence: verify identity, land or asset access, licences, existing debt and business records.
3. Technical appraisal: test production method, costs, yields, market and risk controls.
4. Financial appraisal: construct cash flows, stress scenarios and repayment schedule.
5. Security and documentation: perfect collateral, insurance and guarantees.
6. Sanction: specify amount, tenor, pricing, covenants, conditions and disbursement milestones.
7. Disbursement: pay suppliers or release in stages where appropriate.
8. Monitoring: inspect activity, track account conduct, inventory, insurance and early-warning indicators.
9. Remedial management: restructure viable temporary distress or pursue recovery where viability is absent.

Portfolio management matters because rural risks are correlated. A bank heavily exposed to one crop, district, buyer, rainfall zone or policy regime may experience simultaneous defaults. Useful portfolio indicators include sector concentration, geography, product, tenor, delinquency vintage, insurance status, collateral coverage, restructuring rate and recovery performance.

Early-warning signals include missed instalments, unexplained withdrawals, declining deposits, reduced acreage, disease, falling commodity prices, unpaid suppliers, expired insurance, abnormal inventory movements and repeated requests for informal extensions. Monitoring should be proportionate: high-risk exposures require more frequent field and transaction review.

7. Stress Testing and Decision Quality

A rural loan should be tested under plausible adverse conditions. Scenarios may alter yield, price, feed cost, fuel cost, interest rate, disease incidence, sale timing and household income. A simple sensitivity table is often more useful than a falsely precise single forecast.

The values are illustrative. The correct decision depends on verified data, mitigants and policy thresholds. Stress testing should lead to action: lower exposure, longer tenor, insurance, phased disbursement, additional equity, buyer agreement or rejection.

8. Illustrative Case: Integrated Smallholder Dairy and Crop Finance

Background

This illustrative case concerns Meera, a smallholder cultivating 3 hectares and operating a dairy unit in a semi-rural district. She requests ₹480,000: ₹180,000 for seasonal crop inputs and ₹300,000 for two insured dairy animals and shed improvement. The household also earns ₹12,000 per month from a tailoring activity.

Problem

The bank must determine whether the combined facility can be repaid without relying on optimistic milk yields or immediate crop sale. Risks include fodder shortage, animal disease, rainfall variation and fluctuating milk prices.

Analysis

The crop budget estimates seasonal net cash surplus of ₹210,000 after production costs. The dairy model estimates annual cash receipts of ₹420,000 and cash operating costs of ₹250,000, producing a dairy surplus of ₹170,000. The tailoring activity contributes ₹144,000 annually after its operating expenses. Total projected annual cash available before debt service is therefore:

Assume annual debt service is ₹300,000. The base DSCR is:

Under a stress scenario, crop surplus falls by 40%, dairy surplus by 30%, and tailoring income by 15%:

This equals ₹126,000 + ₹119,000 + ₹122,400 = ₹367,400. Stressed DSCR is approximately 1.22. The exposure remains potentially viable, but protection is materially reduced.

Approach and solution

The bank approves the facility subject to conditions: crop insurance where available; livestock insurance with proper identification; direct payment to the animal supplier; staged shed-finance disbursement; a verified milk-collection arrangement; quarterly review; and a repayment schedule with a seasonal instalment after crop sale. It also records the tailoring income but does not assume it will remain constant. Fodder planning and veterinary access are verified.

Outcome

After one year, milk production is below the base estimate, but insurance and diversified income prevent delinquency. The borrower makes scheduled payments, and the bank renews only the seasonal crop component after reviewing actual cash flows.

Learning points

The case demonstrates that integrated household cash flow may be stronger than a single-activity appraisal, but diversification should not be assumed to eliminate correlated risks. Staged disbursement, insurance, supplier verification and repayment alignment are as important as the initial DSCR.

9. Technology, Data and Artificial Intelligence

Digital payments, mobile applications, satellite-derived crop information, electronic warehouse receipts, transaction histories and geospatial tools can reduce cost and improve monitoring. Alternative data may help assess borrowers without conventional financial statements. Artificial intelligence can support document extraction, anomaly detection, crop classification, early-warning alerts and portfolio stress testing.

Technology introduces risks. Data may be inaccurate, non-consensual, biased or inaccessible to women, tenants and digitally excluded households. Automated scores can reproduce historical discrimination. A model should therefore have documented variables, validation, monitoring for drift, explainability appropriate to the decision, human review and an appeal process. Sensitive data should be collected only for legitimate purposes, stored securely and shared under applicable law and institutional policy.

Technology should augment—not replace—field verification, borrower interaction and accountable credit judgment. A satellite signal cannot by itself establish title, willingness to repay or the quality of a buyer relationship.

10. Ethics, Regulation and Inclusion

Responsible rural lending requires transparent pricing, understandable contracts, fair recovery, privacy protection and avoidance of coercive collection. Borrowers should know interest, fees, insurance premium, penalties, instalment dates, grievance channels and consequences of default. Multiple lending and unsuitable refinancing can create over-indebtedness.

Inclusion requires attention to tenant farmers, women, sharecroppers, landless workers, indigenous communities, migrants and informal enterprises. Documentation requirements should be rigorous but not needlessly exclusionary. Joint ownership, women’s account access, flexible repayment and financial literacy may improve both inclusion and portfolio quality.

Regulatory requirements differ by jurisdiction and must be checked against current central-bank, agricultural-credit, consumer-protection, land, insurance, warehouse, taxation and data-protection rules. Internal policy cannot override law. Credit officers should document exceptions and ensure that restructuring is based on viability, not concealment of delinquency.

11. Contemporary Challenges and Best Practices

Climate change is altering rainfall patterns, pest incidence, heat stress, water availability and asset productivity. Lenders should incorporate climate scenarios, promote resilient crops and irrigation, finance water efficiency and avoid excessive concentration in vulnerable geographies. Green finance claims should be measurable rather than promotional.

Other challenges include informal tenancy, fragmented holdings, weak rural infrastructure, price shocks, migration, political intervention, fraud, cyber risk and limited enforcement capacity. Best practices include:

• use verified cash flows and conservative assumptions;
• align tenor and instalments with the economic cycle;
• separate production, investment and working-capital needs;
• use scale-of-finance benchmarks without treating them as automatic entitlement;
• diversify by geography, crop, borrower and value chain;
• combine collateral with insurance and monitoring;
• make staged or controlled disbursements where misuse risk is material;
• use stress testing before sanction and review;
• maintain independent valuation and legal verification;
• monitor outcomes, not only disbursement volume;
• treat restructuring as a viability decision;
• protect borrower dignity and data rights.

Chapter Summary

Agricultural and rural credit management is a specialised form of cash-flow and risk management. Effective appraisal begins with the purpose of finance and the borrower’s complete economic context. Crop loans require seasonal budgets and scale-of-finance discipline. Term loans require analysis of utilisation, useful life, contribution and repayment alignment. Dairy and fisheries finance require biological, insurance and market assessment. Equipment, warehouse, housing and MSME finance require asset, inventory, construction and operating-cycle analysis respectively.

Cash flow is the primary repayment source; collateral, guarantees and insurance are complementary protections. DSCR, LTV, loan-to-cost ratios, stress testing and portfolio-concentration analysis support professional judgment but do not replace verification. Value-chain finance, digital data and AI can improve information and monitoring, while creating governance and inclusion risks. Ethical lending requires transparency, privacy, fair recovery and sensitivity to vulnerable rural borrowers. The strongest rural-credit system combines sound economics, local knowledge, disciplined documentation, appropriate technology and responsible institutional governance.

Key Terms

Agricultural credit: Finance provided for farming, allied activities and related rural enterprises.

Cash-flow appraisal: Assessment based on expected timing and sufficiency of cash inflows and outflows.

Scale of finance: Approved benchmark cultivation cost per unit of area and crop.

Crop loan: Short-term finance for seasonal agricultural production.

Term loan: Finance repaid over time for a productive or residential asset.

DSCR: Cash available for debt service divided by total debt service.

Collateral: Asset or right pledged to support repayment.

Loan-to-value ratio: Loan amount expressed as a percentage of conservative collateral value.

Loan-to-cost ratio: Loan amount divided by total project cost.

Value-chain finance: Credit structured around relationships and transactions among supply-chain participants.

Warehouse finance: Credit secured by stored commodities or warehouse receipts.

Working capital: Funds required for day-to-day operating activity.

Operating cycle: Time between payment for inputs and collection of sales proceeds.

Hypothecation: Security interest in an asset remaining in the borrower’s possession.

Credit risk: Risk that contractual repayment will not occur as agreed.

Production risk: Risk of loss caused by biological, technical or environmental factors.

Basis risk: Difference between an insurance payout and the borrower’s actual loss.

Stress testing: Evaluation of repayment capacity under adverse assumptions.

Early-warning indicator: Sign suggesting deterioration in borrower or portfolio quality.

Responsible lending: Credit practice that protects borrower welfare, transparency and lawful treatment.

Review Questions

5 Short Answer Questions

1. What is meant by scale of finance in crop lending?
2. Distinguish production risk from credit risk.
3. Why should collateral not replace cash-flow appraisal?
4. State two uses of warehouse finance.
5. What does a DSCR below 1 generally indicate?

5 Long Answer Questions

1. Explain the adapted five Cs framework for agricultural and rural credit.
2. Discuss the appraisal process for dairy and fisheries finance.
3. Explain how value-chain finance can reduce information asymmetry and create concentration risk.
4. Describe the role and limitations of collateral, guarantees and insurance.
5. Discuss the governance requirements for using AI and alternative data in rural lending.

3 Analytical / Application Questions

1. A borrower has projected cash available for debt service of ₹450,000 and annual debt service of ₹300,000. Calculate DSCR and explain how your decision would change if a stress scenario reduced cash available by 35%.
2. Design a credit structure for a rural MSME with seasonal inventory, one major buyer and limited fixed-asset collateral. Specify appraisal information, security, monitoring and risk mitigants.
3. Critically evaluate whether a bank should approve a crop-and-dairy loan when the base-case DSCR is 1.60 but the combined yield-and-price stress DSCR is 0.78. Identify additional information and possible restructuring measures.

Multiple Choice Questions with Answers

Question 1

Which is the primary source of repayment in sound rural credit appraisal?

A. The borrower’s collateral value

B. Cash generated by the financed activity and related income

C. The lender’s recovery department

D. The original loan application

Correct Answer: B. Cash generated by the financed activity and related income

Question 2

A borrower has cash available for debt service of ₹360,000 and total debt service of ₹240,000. What is the DSCR?

A. 0.67

B. 1.20

C. 1.50

D. 2.40

Correct Answer: C. 1.50

Question 3

A crop borrower cultivates 4 hectares and the approved cost is ₹55,000 per hectare. What is the benchmark cultivation cost before adjustments?

A. ₹59,000

B. ₹110,000

C. ₹220,000

D. ₹275,000

Correct Answer: C. ₹220,000

Question 4

Which feature is most important in warehouse finance?

A. Ignoring commodity quality

B. Verified inventory and effective control over its release

C. Financing without insurance or inspection

D. Basing advances only on the borrower’s reputation

Correct Answer: B. Verified inventory and effective control over its release

Question 5

If a loan is ₹750,000 and total project cost is ₹1,000,000, the loan-to-cost ratio is:

A. 25%

B. 62.5%

C. 75%

D. 133.3%

Correct Answer: C. 75%

Question 6

Which item is most directly relevant to dairy-finance appraisal?

A. Animal health, feed availability and milk-collection arrangements

B. Only the borrower’s residential address

C. The colour of the animal shed

D. The borrower’s unrelated consumer purchases

Correct Answer: A. Animal health, feed availability and milk-collection arrangements

Question 7

What is the main purpose of stress testing a rural loan?

A. To guarantee that default cannot occur

B. To examine repayment capacity under adverse assumptions

C. To eliminate the need for documentation

D. To determine the borrower’s land title automatically

Correct Answer: B. To examine repayment capacity under adverse assumptions

Question 8

Which formula represents net working-capital requirement in the chapter?

A. Inventory + Receivables − Payables

B. Sales − Fixed assets

C. Debt service − Inventory

D. Collateral value + Interest

Correct Answer: A. Inventory + Receivables − Payables

Question 9

Why can insurance fail to fully protect a rural borrower from loss?

A. Insurance always covers every risk

B. Policies may contain exclusions, delays and basis risk

C. Insurance eliminates price volatility

D. Insurance guarantees a profitable harvest

Correct Answer: B. Policies may contain exclusions, delays and basis risk

Question 10

Which is an appropriate governance measure when AI is used in rural credit decisions?

A. Allowing an unexplained model to make all final decisions

B. Collecting unlimited personal data without consent

C. Validating models, monitoring bias and retaining human review

D. Rejecting all borrowers without conventional financial statements

Correct Answer: C. Validating models, monitoring bias and retaining human review