Jobs to be Done (JTBD)

When I am evaluating a potential borrower or entity, I want to accurately and reliably assess their creditworthiness, so I can make informed lending/business decisions and manage my risk exposure.

Ensuring the data used for credit scoring is complete, up-to-date, and free from errors is challenging, especially with the volume and variety of data sources, leading to potential misjudgements and regulatory issues (PM01: 3/5, CS04: 5/5).

When my agency interacts with debtors or consumers, I want to be perceived as fair, ethical, and helpful, so I can maintain a positive brand reputation and avoid public backlash or regulatory fines.

The inherent negative perception associated with debt collection and data handling makes it difficult to build trust, compounded by high social activism and de-platforming risks (CS01: 4/5, CS03: 4/5).

When operating in a highly regulated financial environment, I want to ensure all my processes and data handling comply with current and evolving laws, so I can avoid significant legal penalties and maintain my operating license.

The extremely rigid ethical and regulatory compliance requirements demand constant vigilance and adaptation, making it hard to keep up without specialized systems and expertise (CS04: 5/5).

When I am developing new services or entering new markets, I want to feel confident that my strategic choices are based on robust insights and will yield positive returns, so I can ensure the long-term sustainability and growth of my business.

The complex market dynamics, high intermediation (MD05: 4/5), and market saturation (MD08: 4/5) make it difficult to predict future success with certainty, leading to anxiety about investment decisions.

When I have outstanding debts, I want to recover as much of the principal as possible, quickly and cost-effectively, so I can minimize my financial losses and maintain healthy cash flow.

Traditional debt recovery methods can be slow, resource-intensive, and have varying success rates, impacting the creditor's bottom line.

When I outsource debt collection, I want the process to handle my customers with respect and empathy, so I can minimize damage to my brand reputation and preserve the potential for future customer relationships.

The aggressive tactics often associated with debt collection can severely damage the creditor's brand, creating cultural friction and normative misalignment with their own customer values (CS01: 4/5).

When handling sensitive personal and financial data, I want to be certain that it is protected from breaches and misuse, so I can sleep soundly knowing I've safeguarded my customers' information and my company's integrity.

The increasing sophistication of cyber threats and the highly sensitive nature of the data collected create constant anxiety about potential data breaches and their devastating consequences (CS06: 2/5).

When assessing individuals with limited credit history or non-traditional financial data, I want to accurately evaluate their creditworthiness, so I can expand access to financial services for underserved populations and contribute to broader economic equity.

Traditional credit scoring models often exclude or disadvantage individuals without conventional credit histories, making it difficult to assess their risk fairly and inclusively.

When managing my loan portfolio, I want to identify potential defaults or credit deterioration early, so I can implement proactive intervention strategies and minimize future losses.

Relying on lagging indicators or infrequent credit score updates can mean that financial distress is identified too late for effective intervention, leading to higher write-offs (MD04: 2/5).

When my personal financial data is being collected and used by credit bureaus or collection agencies, I want to feel that I have transparency and agency over its use, so I can trust that my privacy is respected and my rights are protected.

Consumers often feel a lack of control and understanding about how their data is gathered, processed, and shared, leading to distrust and anxiety, exacerbated by normative misalignment and social activism risks (CS01: 4/5, CS03: 4/5).

When I am overwhelmed by debt, I want to find a clear and manageable path to resolution, so I can alleviate my stress and regain control of my financial future.

The intimidating and often confusing process of debt resolution, coupled with fear of aggressive collection tactics, adds significant emotional burden to debtors (CS07: 3/5).

When an inaccuracy is identified in a credit report or a debt claim, I want to resolve the dispute quickly and fairly, so I can maintain data integrity and uphold regulatory compliance.

The manual and often bureaucratic nature of dispute resolution processes can be slow and frustrating for all parties involved, consuming significant resources (PM01: 3/5).