Many people assume that poor credit scores translate to higher interest rates. But is this assumption true? Follow Jonathan Blum, New York author and journalist, as he attempts to answer this question using GIS. In this lesson, you'll map variations in online loan interest rates. Then, you'll use regression analysis to build a predictive model, quantifying the relationship between interest rates and loan grade rankings.

This workflow can be used to map and measure the correlation between any two variables. It's perfect for anyone interested in regression analysis in ArcGIS Pro.

In this lesson you will build skills in these areas:

• Mapping interest rate hotspots
• Performing regression analysis
• Interpreting regression results
• Finding minimum neighbor distance
• Building the spatial regression model

Learn ArcGIS is a hands-on, problem-based learning website using real-world scenarios. Our mission is to encourage critical thinking, and to develop resources that support STEM education.

Policy interest rates in the U.S. and Europe are forecasted to decrease gradually between 2024 and 2027, following exceptional increases triggered by soaring inflation between 2021 and 2023. The U.S. federal funds rate stood at 5.38 percent at the end of 2023, the European Central Bank deposit rate at four percent, and the Swiss National Bank policy rate at 1.75 percent. With inflationary pressures stabilizing, policy interest rates are forecast to decrease in each observed region. The U.S. federal funds rate is expected to decrease to 3.5 percent, the ECB refi rate to 2.65 percent, the Bank of England bank rate to 3.33 percent, and the Swiss National Bank policy rate to 0.75 percent by 2025. An interesting aspect to note is the impact of these interest rate changes on various economic factors such as growth, employment, and inflation. The impact of central bank policy rates The U.S. federal funds effective rate, crucial in determining the interest rate paid by depository institutions, experienced drastic changes in response to the COVID-19 pandemic. The subsequent slight changes in the effective rate reflected the efforts to stimulate the economy and manage economic factors such as inflation. Such fluctuations in the federal funds rate have had a significant impact on the overall economy. The European Central Bank's decision to cut its fixed interest rate in June 2024 for the first time since 2016 marked a significant shift in attitude towards economic conditions. The reasons behind the fluctuations in the ECB's interest rate reflect its mandate to ensure price stability and manage inflation, shedding light on the complex interplay between interest rates and economic factors. Inflation and real interest rates The relationship between inflation and interest rates is critical in understanding the actions of central banks. Central banks' efforts to manage inflation through interest rate adjustments reveal the intricate balance between economic growth and inflation. Additionally, the concept of real interest rates, adjusted for inflation, provides valuable insights into the impact of inflation on the economy.

According to a survey conducted among European banks in the third quarter of 2023, the vast majority of respondents declared to expect rising interest rates to have a positive impact on their bank. Only two percent of the respondents thought that rising central banks' interest rates would have a rather negative impact on their banks' profitability in the next six to twelve months.

In January 2025, global inflation rates and central bank interest rates showed significant variation across major economies. Most economies initiated interest rate cuts from mid-2024 due to declining inflationary pressures. The U.S., UK, and EU central banks followed a consistent pattern of regular rate reductions throughout late 2024. In early 2025, Russia maintained the highest interest rate at 21 percent, while Japan retained the lowest at 0.5 percent. Varied inflation rates across major economies The inflation landscape varies considerably among major economies. China had the lowest inflation rate at 0.5 percent in January 2025. In contrast, Russia maintained a high inflation rate of 9.9 percent. These figures align with broader trends observed in early 2025, where China had the lowest inflation rate among major developed and emerging economies, while Russia's rate remained the highest. Central bank responses and economic indicators Central banks globally implemented aggressive rate hikes throughout 2022-23 to combat inflation. The European Central Bank exemplified this trend, raising rates from 0 percent in January 2022 to 4.5 percent by September 2023. A coordinated shift among major central banks began in mid-2024, with the ECB, Bank of England, and Federal Reserve initiating rate cuts, with forecasts suggesting further cuts through 2025 and 2026.

United States Interest Rates: 12 Months Expectation: Lower data was reported at 24.000 % in Feb 2025. This records a decrease from the previous number of 27.100 % for Jan 2025. United States Interest Rates: 12 Months Expectation: Lower data is updated monthly, averaging 12.100 % from Jun 1987 (Median) to Feb 2025, with 453 observations. The data reached an all-time high of 45.800 % in Jan 1991 and a record low of 5.200 % in Jun 2018. United States Interest Rates: 12 Months Expectation: Lower data remains active status in CEIC and is reported by The Conference Board. The data is categorized under Global Database’s United States – Table US.H044: Consumer Confidence Index: Interest Rate Expectation. [COVID-19-IMPACT]

United States Interest Rates: 12 Months Expectation: Same data was reported at 24.300 % in Feb 2025. This records an increase from the previous number of 23.500 % for Jan 2025. United States Interest Rates: 12 Months Expectation: Same data is updated monthly, averaging 29.800 % from Jun 1987 (Median) to Feb 2025, with 453 observations. The data reached an all-time high of 43.700 % in Dec 1997 and a record low of 13.600 % in Mar 1989. United States Interest Rates: 12 Months Expectation: Same data remains active status in CEIC and is reported by The Conference Board. The data is categorized under Global Database’s United States – Table US.H044: Consumer Confidence Index: Interest Rate Expectation. [COVID-19-IMPACT]

Economic welfare is essential in the modern economy since it directly reflects the standard of living, distribution of resources, and general social satisfaction, which influences individual and social well-being. This study aims to explore the relationship between national income accounting different attributes and the economic welfare in Pakistan. However, this study used data from 1950 to 2022, and data was downloaded from the World Bank data portal. Regression analysis is used to investigate the relationship between them and is very effective in measuring the relationship between endogenous and exogenous variables. Moreover, generalized methods of movement (GMM) are used as the robustness of the regression. Our results show that foreign direct investment outflow, Gross domestic product growth rate, GDP per capita, higher Interest, market capitalization, and population growth have a significant negative on the unemployment rate, indicating the rise in these factors leads to a decrease in the employment rate in Pakistan. Trade and savings have a significant positive impact on the unemployment rate, indicating the rise in these factors leads to an increase in the unemployment rate for various reasons. Moreover, all the factors of national income accounting have a significant positive relationship with life expectancy, indicating that an increase in these factors leads to an increase in economic welfare and life expectancy due to better health facilities, many resources, and correct economic policies. However, foreign direct investment, inflation rate, lending interest rate, and population growth have significant positive effects on age dependency, indicating these factors increase the age dependency. Moreover, GDP growth and GDP per capita negatively impact age dependency. Similarly, all the national income accounting factors have a significant negative relationship with legal rights that leads to decreased legal rights. Moreover, due to better health facilities and health planning, there is a negative significant relationship between national income accounting attributes and motility rate among children. Our study advocated the implications for the policymakers and the government to make policies for the welfare and increase the social factors.

The benchmark interest rate in Japan was last recorded at 0.50 percent. This dataset provides - Japan Interest Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

August 2024 marked a significant shift in the UK's monetary policy, as it saw the first reduction in the official bank base interest rate since August 2023. This change came after a period of consistent rate hikes that began in late 2021. In a bid to minimize the economic effects of the COVID-19 pandemic, the Bank of England cut the official bank base rate in March 2020 to a record low of 0.1 percent. This historic low came just one week after the Bank of England cut rates from 0.75 percent to 0.25 percent in a bid to prevent mass job cuts in the United Kingdom. It remained at 0.1 percent until December 2021 and was increased to one percent in May 2022 and to 2.25 percent in October 2022. After that, the bank rate increased almost on a monthly basis, reaching 5.25 percent in August 2023. It wasn't until August 2024 that the first rate decrease since the previous year occurred, signaling a potential shift in monetary policy. Why do central banks adjust interest rates? Central banks, including the Bank of England, adjust interest rates to manage economic stability and control inflation. Their strategies involve a delicate balance between two main approaches. When central banks raise interest rates, their goal is to cool down an overheated economy. Higher rates curb excessive spending and borrowing, which helps to prevent runaway inflation. This approach is typically used when the economy is growing too quickly or when inflation is rising above desired levels. Conversely, when central banks lower interest rates, they aim to encourage borrowing and investment. This strategy is employed to stimulate economic growth during periods of slowdown or recession. Lower rates make it cheaper for businesses and individuals to borrow money, which can lead to increased spending and investment. This dual approach allows central banks to maintain a balance between promoting growth and controlling inflation, ensuring long-term economic stability. Additionally, adjusting interest rates can influence currency values, impacting international trade and investment flows, further underscoring their critical role in a nation's economic health. Recent interest rate trends Between 2021 and 2024, most advanced and emerging economies experienced a period of regular interest rate hikes. This trend was driven by several factors, including persistent supply chain disruptions, high energy prices, and robust demand pressures. These elements combined to create significant inflationary trends, prompting central banks to raise rates in an effort to temper spending and borrowing. However, in 2024, a shift began to occur in global monetary policy. The European Central Bank (ECB) was among the first major central banks to reverse this trend by cutting interest rates. This move signaled a change in approach aimed at addressing growing economic slowdowns and supporting growth.

In the United States, interest rates for all mortgage types started to increase in 2021. This was due to the Federal Reserve introducing a series of hikes in the federal funds rate to contain the rising inflation. In the first quarter of 2024, the 30-year fixed rate declined slightly, to 6.75 percent. Despite the cut, this was about 3.9 percentage points higher than the same quarter in 2021. Why have U.S. home sales decreased? Cheaper mortgages normally encourage consumers to buy homes, while higher borrowing costs have the opposite effect. As interest rates increased in 2022, the number of existing homes sold plummeted. Soaring house prices over the past 10 years have further affected housing affordability. Between 2013 and 2023, the median price of an existing single-family home risen by about 88 percent. On the other hand, the median weekly earnings have risen much slower. Comparing mortgage terms and rates Between 2008 and 2023, the average rate on a 15-year fixed-rate mortgage in the United States stood between 2.28 and 6.11 percent. Over the same period, a 30-year mortgage term averaged a fixed-rate of between 3.08 and 6.81 percent. Rates on 15-year loan terms are lower to encourage a quicker repayment, which helps to improve a homeowner’s equity.

Exploiting variation in the timing of resets of adjustable-rate mortgages (ARMs), we find that a sizable decline in mortgage payments (up to 50 percent) induces a significant increase in car purchases (up to 35 percent). This effect is attenuated by voluntary deleveraging. Borrowers with lower incomes and housing wealth have significantly higher marginal propensity to consume. Areas with a larger share of ARMs were more responsive to lower interest rates and saw a relative decline in defaults and an increase in house prices, car purchases, and employment. Household balance sheets and mortgage contract rigidity are important for monetary policy pass-through.

Key information about India Long Term Interest Rate

• India Government Securities Yield: 10 Years was reported at 6.71 % pa in Jan 2025, compared with 6.78 % pa in the previous month.
• India Long Term Interest Rate data is updated monthly, available from May 1996 to Jan 2025.
• The data reached an all-time high of 13.96 % pa in May 1996 and a record low of 5.11 % pa in Oct 2003.
• Long Term Interest Rate is reported by reported by Reserve Bank of India.

• In the latest reports, India Short Term Interest Rate: Month End: India: MIBOR: 3 Months was reported at 7.19 % pa in Jun 2023.
• The cash rate (Policy Rate: Month End: Repo Rate) was set at 6.50 % pa in Jan 2025.
• India Exchange Rate against USD averaged 82.23 (USD/INR) in Jun 2023.

In 2022, almost half of Poles stated that the increase in interest rates affected their monthly expenses and savings.

The benchmark interest rate in Argentina was last recorded at 32 percent. This dataset provides the latest reported value for - Argentina Money Market Rate - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

The U.S. federal funds effective rate underwent a dramatic reduction in early 2020 in response to the COVID-19 pandemic. The rate plummeted from 1.58 percent in February 2020 to 0.65 percent in March, and further decreased to 0.05 percent in April. This sharp reduction, accompanied by the Federal Reserve's quantitative easing program, was implemented to stabilize the economy during the global health crisis. After maintaining historically low rates for nearly two years, the Federal Reserve began a series of rate hikes in early 2022, with the rate moving from 0.33 percent in April 2022 to 5.33 percent in August 2023. The rate remained unchanged for over a year, before the Federal Reserve initiated its first rate cut in nearly three years in September 2024, bringing the rate to 5.13 percent. By December 2024, the rate was cut to 4.48 percent, signaling a shift in monetary policy in the second half of 2024. The first rate cut in 2025 then set the rate at 4.33 percent. What is the federal funds effective rate? The U.S. federal funds effective rate determines the interest rate paid by depository institutions, such as banks and credit unions, that lend reserve balances to other depository institutions overnight. Changing the effective rate in times of crisis is a common way to stimulate the economy, as it has a significant impact on the whole economy, such as economic growth, employment, and inflation. Central bank policy rates The adjustment of interest rates in response to the COVID-19 pandemic was a coordinated global effort. In early 2020, central banks worldwide implemented aggressive monetary easing policies to combat the economic crisis. The U.S. Federal Reserve's dramatic reduction of its federal funds rate - from 1.58 percent in February 2020 to 0.05 percent by April - mirrored similar actions taken by central banks globally. While these low rates remained in place throughout 2021, mounting inflationary pressures led to a synchronized tightening cycle beginning in 2022, with central banks pushing rates to multi-year highs. By mid-2024, as inflation moderated across major economies, central banks began implementing their first rate cuts in several years, with the U.S. Federal Reserve, Bank of England, and European Central Bank all easing monetary policy.

Foreign investors in Romania were most concerned in 2023 by the impact of rising interest rates and tightening liquidity on their investment plans. As a second concern, the level of public debt and impact on taxes was the most common among responders, while soaring energy costs was the third largest issue.

Market Overview:

Vietnam risk management market size is projected to exhibit a growth rate (CAGR) of 17.00% during 2024-2032. The growing complexity and interconnectedness of the business landscape, increasing occurrence of cybersecurity breaches, and rising prominence of environmental, social, and governance (ESG) considerations represent some of the key factors driving the market represent some of the key factors driving the market.

Risk management enables identifying, assessing, prioritizing, and addressing uncertainties or risks that an organization may face in the pursuit of its objectives. It manages financial risks, which are associated with alterations in currency exchange rates, interest rates, commodity prices, and market volatility. It also consists of operation risk management, wherein risks arising from internal processes, systems, human errors, supply chain disruptions, technology failures, and fraud are managed. It includes compliance risk management, which handles risks associated with non-compliance with laws, regulations, and industry standards, leading to legal and reputational issues. It involves recognizing and cataloging potential risks that an organization may face. It can be done through brainstorming, historical data analysis, and scenario planning. It conducts risk assessment, wherein risks are assessed as per their probability and potential impact. It facilitates the development and implementation of strategies to lower the likelihood and impact of risks. It helps safeguard the assets, reputation, and financial stability of an organization, reducing the likelihood of major financial losses. It informs strategic decisions, allowing organizations to seize opportunities and avoid potential pitfalls. Risk management enhances the ability of an organization to withstand and recover from unforeseen events, ensuring business continuity. It also leads to better resource allocation, improved project selection, and higher returns on investments.

Vietnam Risk Management Market Trends:

At present, the increasing complexity and interconnectedness of the business landscape and the proliferation of data represent one of the crucial factors impelling the growth of the market in Vietnam. Organizations are also recognizing the imperative of identifying, assessing, and mitigating risks that span across various dimensions, such as operational, financial, cybersecurity, and compliance, to safeguard their operations and reputation. Besides this, the rising frequency and severity of unforeseen events, such as natural disasters, geopolitical uncertainties, and public health crises, is driving the adoption of risk management strategies in the public and private sectors. In addition, the growing advancements in technology, including artificial intelligence (AI), machine learning (ML), and big data analytics for enhanced risk assessment and predictive modeling and enabling organizations to proactively identify emerging risks and optimize their decision-making processes are offering a favorable market outlook in the country. Apart from this, the increasing prominence of environmental, social, and governance (ESG) considerations is encouraging businesses to invest in ESG risk assessment tools and reporting mechanisms to meet the evolving demands of responsible investing. Additionally, the rising occurrence of cybersecurity breaches to steal various confidential information is bolstering the market growth. Moreover, the shifting nature of work and business operations, exemplified by the widespread adoption of remote and hybrid work models, is necessitating the development of strategies to manage the complications associated with remote work, data security, and employee well-being.

Vietnam Risk Management Market Segmentation:

IMARC Group provides an analysis of the key trends in each segment of the market, along with forecasts at the country level for 2024-2032. Our report has categorized the market based on component, deployment mode, enterprise size, and industry vertical.

Component Insights:

https://www.imarcgroup.com/CKEditor/e1a05b24-e32f-4572-8ccc-08052645b0cfother-regions1.webp" style="height:450px; width:800px" />

• Software
• Service
  

The report has provided a detailed breakup and analysis of the market based on the component. This includes software and service.

Deployment Mode Insights:

• On-Premises
• Cloud-based
  

A detailed breakup and analysis of the market based on the deployment mode have also been provided in the report. This includes on-premises and cloud-based.

Enterprise Size Insights:

• Large Enterprises
• Small and Medium-sized Enterprises
  

The report has provided a detailed breakup and analysis of the market based on the enterprise size. This includes large enterprises and small and medium-sized enterprises.

Industry Vertical Insights:

• BFSI
• IT and Telecom
• Retail
• Healthcare
• Energy and Utilities
• Manufacturing
• Government and Defense
• Others
  

A detailed breakup and analysis of the market based on the industry vertical have also been provided in the report. This includes BFSI, IT and telecom, retail, healthcare, energy and utilities, manufacturing, government and defense, and others.

Regional Insights:

https://www.imarcgroup.com/CKEditor/86a0a9c4-ad85-47ec-bf86-6eb19944f52aother-regions6.webp" style="height:450px; width:800px" />

• Northern Vietnam
• Central Vietnam
• Southern Vietnam
  

The report has also provided a comprehensive analysis of all the major regional markets, which include Northern Vietnam, Central Vietnam, and Southern Vietnam.

Competitive Landscape:

The market research report has also provided a comprehensive analysis of the competitive landscape. Competitive analysis such as market structure, key player positioning, top winning strategies, competitive dashboard, and company evaluation quadrant has been covered in the report. Also, detailed profiles of all major companies have been provided.

Vietnam Risk Management Market Report Coverage:

Retail properties had the highest capitalization rates in the United States in 2023, followed by offices. The cap rate for office real estate was 6.54 percent in the fourth quarter of the year and was forecast to rise further to 7.39 percent in 2024. Cap rates measure the expected rate of return on investment, and show the net operating income of a property as a percentage share of the current asset value. While a higher cap rate indicates a higher rate of return, it also suggests a higher risk. Why have cap rates increased? The increase in cap rates is a consequence of a repricing in the commercial real estate sector. According to the National NCREIF Property Return Index, prices for commercial real estate declined across all property types in 2023. Rental growth was slow during the same period, resulting in a negative annual return. The increase in cap rates reflects the increased risk in the investment environment. Pricing uncertainty in the commercial real estate sector Between 2014 and 2021, commercial property prices in the U.S. enjoyed steady growth. Access to credit with low interest rates facilitated economic growth and real estate investment. As inflation surged in the following two years, lending policy tightened. That had a significant effect on the sector. First, it worsened sentiment among occupiers. Second, it led to a decline in demand for commercial spaces and commercial real estate investment volumes. Uncertainty about the future development of interest rates and occupier demand further contributed to the repricing of real estate assets.

We examine the transmission of monetary policy to bank interest rates in the euro area, using a rolling estimation. The results, using various fixations for the Euribor rate and different maturities for bond yields, suggest that the pass through of policy rates to bank interest rates was relatively stable prior to the use of unconventional monetary policy measures. After the use of unconventional policies, the pass-through multiplier from the Euribor rate and the short-term bonds increased, while the pass-through from longer-term bonds markedly decreased. It appears that unconventional monetary policy operations allow for bank lending rates to further decline, which could lead to higher lending, with potential financial stability issues arising. In addition to the excess liquidity created by asset purchases, factors such as credit risk and house price growth also appear to impact the pass through.

Snapshot img

Home Equity Lending Market Size 2025-2029

The home equity lending market size is forecast to increase by USD 48.16 billion at a CAGR of 4.7% between 2024 and 2029.

The market is experiencing significant growth due to several key trends. One major factor driving market expansion is the massive increase in home prices, which has resulted in homeowners having more equity in their properties. Another trend is the rise in residential property values, leading to an increase in the number of homeowners with sufficient equity to access loans or lines of credit, with property management and digital lending playing a significant role in facilitating these transactions.
However, the lengthy procedures involved in securing these loans can present challenges for both lenders and borrowers. Despite this, the benefits of lending, such as lower interest rates compared to other types of debt, make it an attractive option for many consumers looking to finance home improvements, debt consolidation, or other major expenses. Overall, the market is poised for continued growth in the coming years.

What will be the Size of the Home Equity Lending Market During the Forecast Period?

To learn more about the market report, Request Free Sample

The market in the United States has experienced significant growth, driven by the increasing collateral value of residential real estate and the resulting equity available to borrowers. Monetary authorities' efforts to keep inflation in check and stable housing prices have contributed to this trend. Homeowners have utilized loans and lines of credit to fund various expenses, including home improvements, tax deductions, and debt consolidation.



The interest rate on these loans often remains competitive with other forms of borrowing, making them an attractive option for many. Banks and credit unions are the primary providers of these loans, offering borrowers the ability to access a lump sum amount or a revolving line of credit secured against their residence and property. Regulatory restrictions on high-interest debt and outstanding mortgages may impact the market's growth, but the demand for loans is expected to remain strong as homeowners continue to seek ways to access the value of their homes.

How is this Home Equity Lending Industry segmented and which is the largest segment?

The home equity lending industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

Source

  Mortgage and credit union
  Commercial banks
  Others


Distribution Channel

  Offline
  Online


Geography

  North America

    Canada
    US


  Europe

    Germany
    UK
    France


  APAC

    China
    Japan
    South Korea


  South America



  Middle East and Africa

By Source Insights

The mortgage and credit union segment is estimated to witness significant growth during the forecast period.

Home equity lending is a financing solution for homeowners looking to access the value of their property. Mortgage and credit unions serve as trusted providers in this market, offering various financial services including loans and lines of credit. These institutions not only offer consumer loans but also manage deposits, handle checking and savings accounts, disburse credit and debit cards, and grant house loans. Credit unions, in particular, provide personalized services with live representatives, ensuring a human touch in understanding complex financial matters.

Homeowners can secure competitive rates on loans through credit unions, making them a preferred choice over other lenders. With a strong focus on consumer protection and affordability, mortgage and credit unions are an excellent option for homeowners seeking to tap into their for renovation projects or other financial needs.

Get a glance at the Home Equity Lending Industry report of share of various segments. Request Free Sample

The mortgage and credit union segment was valued at USD 82.39 billion in 2019 and showed a gradual increase during the forecast period.

Regional Analysis

North America is estimated to contribute 47% to the growth of the global market during the forecast period.

Technavio's analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.

For more insights on the market share of various regions, Request Free Sample

The market in North America experienced notable growth in 2024, driven by the increase in home values and fewer regulations. Homeowners in Canada have been utilizing their properties as collateral for loans, with residential mortgages accounting for 74% of household debt and lines of credit for 16%. The balance of Lines of Credit (HELOC) rose by 1% to USD 128 billion in February 2022.