LF – Insights
AI-Powered Analytics to Unleash Business Growth
LF – Insights is a product of our deep Industry experience after successful collaborations with various Fintech and Lending companies and based on our understanding of the current analytics and reporting needs in the industry. Our clients have achieved 30 to 120% topline growth while very effectively handling delinquency. LF – Insights has served as an effective tool for our clients to manage their growth.
Why Choose LF – Insights?
Industry-Driven Experience
Our analytics module is born from industry collaborations, tailored to meet the specific challenges and opportunities in fintech and lending
Comprehensive Data Integration
Utilize diverse data sources, including third-party data and LOS/LMS software, for a holistic view of your financial landscape.
Out of the Box and Customizable Reports
From default reports to customizable options, our platform adapts to your unique business requirements.
Ongoing Innovation & Support
LendFoundry continuously tweaks LF – Insights to offer better analytics on an ongoing basis. For any support needed, we are here to help.
Core Features of LF – Insights
Data Innovation
Explore our innovative approach to data, encompassing entity discovery, and high-value data IPs.
Smart Data
A lean yet powerful data warehouse model enhanced with quality layers and metadata.
Data Forensics and Excellence
Ensure data integrity and usability with our top-tier data forensic and excellence layer, fostering end-user confidence and sophisticated model development.
Storytelling Dashboards
Engage with intuitive dashboards that narrate the story behind your data, combining basic and advanced metrics for comprehensive insights.
Data Innovation
LF – Insights leverages proprietary algorithms and models to pinpoint potential opportunities within your data, unlocking commercial value. LF – Insights is crafted to narrate more compelling stories by employing a distinct and innovative methodology while utilizing the same dataset. LF – Insights goes beyond your data warehouse, incorporating external sources like macroeconomic data to provide innovative and actionable insights. Some innovative ways we analyze data:
Macroeconomic Analyzer
Macroeconomic Analyzer brings key macroeconomic indicators & banking indicators together for building a mathematical score which can be used to track a loan at all stages of the lifecycle, from origination to funding and performance.
Relevancy Score
The relevancy score underscores the strategic significance of each application within our portfolio. We use our 10D Approach for calculation, comprising various parameters and dynamic market conditions to provide an understanding of a new loan application as related to our client’s overall portfolio.
Customer360
Customer 360 empowers your decision-making by providing a unified and comprehensive view of the portfolio. A centralized datamart ensures that this information is easily accessible. The intuitive dashboard enables you to make informed, strategic business decisions
Attention Score
Attention Score is a proprietary framework developed by LendFoundry to easily identify geos, industry segments, etc, which require higher attention from a risk perspective or a growth perspective. We use macroeconomic data and merge it with your portfolio to keep your business aligned with the market dynamics and ensure that you don’t miss growth as well as avoid growth in higher-risk segments.
Smart Data
A substantial portion of data within your data warehouse often remains untapped. Processing such data can incur significant costs and can lead to challenges in extracting meaningful business insights. Our approach involves smart data management, where data is extracted from your data infrastructure and undergoes thorough monitoring for quality, considering parameters such as completeness, format, domain of values, accuracy, and statistical model applications like data sift indexation. Additionally, our process includes metadata analysis, ensuring a comprehensive understanding of data in a business context.
Data Forensics and Excellence
The data forensic & excellence layer sits on top of LendFoundry’s analytics module to make data more understandable to you. Inspects quality & shift in data for end-user confidence in consumption and establishes relationships amongst data fields for the development of a reliable model for data analysis.
Data Discovery & Profiling
Timeliness in Arrival, Number of Data Elements, Data Types, Duplicates, Frequency, Basic Statistics of Data Elements
Data Shift Indexation
The magnitude of drift or shift of the latest data vis a vis Historical data across Data Elements; Numeric – Mean, Variance & Standard Deviation, Categorical – Data distribution & Date – Period Change
KDE Evaluation
Statistical Inspection of Key Data Elements across three data quality dimensions – Completeness, Format & Domain of Values; Scoring methodology for Data Fields & Tuples
Relationship Builder
Uncover relationships between different data fields within a dataset and across datasets; Develop correlation metrics (numeric & date) and similarity index (categorical)
Analytical Value Indexation
A proprietary algorithm to uncover the analytical values in a dataset (DB Tables); the analytical value would be depicted in terms of an index.
Structural Change Index
An index to depict the extent of change to a data structure; Based on addition & deletion of new data elements, number of new data elements, and format change to data element.
Storytelling Dashboards
LF – Insights comes with out-of-the-box dashboards, stitching together the most relevant reports and metrics. Reports like Customer concentration, Geo concentration, Pricing concentration, etc. help you evaluate your prospects and portfolio very differently. LF – Insights provides the flexibility for you to incorporate your custom reports into our pre-built dashboards or build custom dashboards that align you’re your specific requirements.
Some of the key metrics tracked by LF – Insights out-of-the-box:
Loan Performance Metrics
Delinquency, Outstanding, Portfolio, Charge Off, Pay Off
Financial Product Analysis
Product Pricing, New Business, Funding
Operational Efficiency Metrics
Process Excellence, STP (Straight Through Processing), Manual Review, Rejections
Payments and Transactions Analysis
Payments, Transactions, Payments Amortization
Loan Lifecycle Reports and Dashboards
LOS Reports: application processes, approval rates, and operational efficiency with our LOS reports; LMS Reports: delinquency, outstanding amounts, product pricing, and more, designed for effective loan management
Machine Learning (ML) Powered Insights
Predictive analytics for risk assessment and decision-making with ML-powered dashboards.
Data Quality Dashboard
Data quality dashboard for assessing and ensuring the integrity and reliability of your decision-making data.
LF – Insights leverages proprietary algorithms and models to pinpoint potential opportunities within your data, unlocking commercial value. LF – Insights is crafted to narrate more compelling stories by employing a distinct and innovative methodology while utilizing the same dataset. LF – Insights goes beyond your data warehouse, incorporating external sources like macroeconomic data to provide innovative and actionable insights. Some innovative ways we analyze data:
Macroeconomic Analyzer
Macroeconomic Analyzer brings key macroeconomic indicators & banking indicators together for building a mathematical score which can be used to track a loan at all stages of the lifecycle, from origination to funding and performance.
Relevancy Score
The relevancy score underscores the strategic significance of each application within our portfolio. We use our 10D Approach for calculation, comprising various parameters and dynamic market conditions to provide an understanding of a new loan application as related to our client’s overall portfolio.
Customer360
Customer 360 empowers your decision-making by providing a unified and comprehensive view of the portfolio. A centralized datamart ensures that this information is easily accessible. The intuitive dashboard enables you to make informed, strategic business decisions
Attention Score
Attention Score is a proprietary framework developed by LendFoundry to easily identify geos, industry segments, etc, which require higher attention from a risk perspective or a growth perspective. We use macroeconomic data and merge it with your portfolio to keep your business aligned with the market dynamics and ensure that you don’t miss growth as well as avoid growth in higher-risk segments.
Smart Data
A substantial portion of data within your data warehouse often remains untapped. Processing such data can incur significant costs and can lead to challenges in extracting meaningful business insights. Our approach involves smart data management, where data is extracted from your data infrastructure and undergoes thorough monitoring for quality, considering parameters such as completeness, format, domain of values, accuracy, and statistical model applications like data sift indexation. Additionally, our process includes metadata analysis, ensuring a comprehensive understanding of data in a business context.
The data forensic & excellence layer sits on top of LendFoundry’s analytics module to make data more understandable to you. Inspects quality & shift in data for end-user confidence in consumption and establishes relationships amongst data fields for the development of a reliable model for data analysis.
Data Discovery & Profiling
Timeliness in Arrival, Number of Data Elements, Data Types, Duplicates, Frequency, Basic Statistics of Data Elements
Data Shift Indexation
The magnitude of drift or shift of the latest data vis a vis Historical data across Data Elements; Numeric – Mean, Variance & Standard Deviation, Categorical – Data distribution & Date – Period Change
KDE Evaluation
Statistical Inspection of Key Data Elements across three data quality dimensions – Completeness, Format & Domain of Values; Scoring methodology for Data Fields & Tuples
Relationship Builder
Uncover relationships between different data fields within a dataset and across datasets; Develop correlation metrics (numeric & date) and similarity index (categorical)
Analytical Value Indexation
A proprietary algorithm to uncover the analytical values in a dataset (DB Tables); the analytical value would be depicted in terms of an index.
Structural Change Index
An index to depict the extent of change to a data structure; Based on addition & deletion of new data elements, number of new data elements, and format change to data element.
LF – Insights comes with out-of-the-box dashboards, stitching together the most relevant reports and metrics. Reports like Customer concentration, Geo concentration, Pricing concentration, etc. help you evaluate your prospects and portfolio very differently. LF – Insights provides the flexibility for you to incorporate your custom reports into our pre-built dashboards or build custom dashboards that align you’re your specific requirements.
Some of the key metrics tracked by LF – Insights out-of-the-box:
Loan Performance Metrics
Delinquency, Outstanding, Portfolio, Charge Off, Pay Off
Financial Product Analysis
Product Pricing, New Business, Funding
Operational Efficiency Metrics
Process Excellence, STP (Straight Through Processing), Manual Review, Rejections
Payments and Transactions Analysis
Payments, Transactions, Payments Amortization
Loan Lifecycle Reports and Dashboards
LOS Reports: application processes, approval rates, and operational efficiency with our LOS reports; LMS Reports: delinquency, outstanding amounts, product pricing, and more, designed for effective loan management
Machine Learning (ML) Powered Insights
Predictive analytics for risk assessment and decision-making with ML-powered dashboards.
Data Quality Dashboard
Data quality dashboard for assessing and ensuring the integrity and reliability of your decision-making data.
Tailored Solutions for Every Role
LF – Insights is designed to empower every layer of your financial institution with tailored analytics solutions that align with distinct operational needs and decision-making processes.
Executive Teams
Gain a strategic vantage point with high-level insights and market intelligence to steer the company’s direction with confidence.
Analytics and Risk Management Teams
Access deep analytics for comprehensive risk assessments, granular portfolio management, and operational enhancements & optimization that secure your financial edge.
Chief Risk and Lending Officers
Utilize bespoke tools for borrower analysis, market trend evaluation, and robust risk management protocols to safeguard and advance your lending operations.
Business Development Officers
Drive growth and operational excellence with strategic insights that inform business development initiatives and process optimizations.
Transform data into a competitive advantage across your organization with LF – Insights—where every role finds clarity and every decision is data-driven.
Frequently Asked Questions
LF – Insights is a comprehensive analytics platform designed for fintech and lending companies. It offers a suite of tools and reports, built on Microsoft PowerBI, to provide deep insights into various aspects of lending operations.
Key features include Data Innovation, Smart Data, Data Forensics & Excellence, and Storytelling Dashboards. These features provide a comprehensive view of your financial data, ensuring data integrity and offering insightful visualizations.
LF – Insights utilizes machine learning in its analytics to provide predictive insights, risk assessments, and proactive lending strategies. This includes models like the Loan Defaulter Model, etc. which predicts the likelihood of loan defaults.
Yes, LF – Insights offers customizable dashboards, as they are built on Power BI. Users can tailor these dashboards to meet specific business requirements, ensuring that the analytics solution aligns perfectly with their operational needs. LendFoundry also offers Professional Services to customize these dashboards to your unique lending needs.
LendFoundry Analytics allows you to generate various reports, including Delinquency Reports, Payment Amortization Reports, and ML Powered Dashboards. Each report provides specific insights tailored to different aspects of lending and financial management.
Absolutely. LendFoundry Analytics is designed with user-friendliness in mind. It offers an intuitive interface and easy-to-understand dashboards, making it accessible for both technical and non-technical users.
LendFoundry employs a Data Forensics & Excellence layer in its analytics module. This layer inspects the quality and shift in data, ensuring end-user confidence in data consumption and reliability for model development.
Yes, LendFoundry Analytics is capable of integrating and processing data from diverse sources, including third-party data, LOS/LMS software, Macroeconomic data, etc. This allows for a more comprehensive and holistic view of your financial landscape.
LendFoundry provides extensive support for its users, including detailed user manuals, a responsive customer service team, and online resources like FAQs and tutorials to ensure a smooth user experience.
To get started with LendFoundry Analytics, you can request a demo or contact our sales team for more information. We will guide you through the setup process and help tailor the solution to your specific business needs.
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