Social Insights: Tracking ICT Trends Using Social Media DataKepios
Simon Kemp's presentation from the 17th annual ITU WTIS symposium, exploring how social media data can help policy makers, NGOs, and various other kinds of organisation to identify and track trends in broader internet adoption and ICT use.
This document discusses building a visualizer to model economic activity and human exchange. It outlines steps to structure the model, including:
1) Using a web crawler to gather relevant data from "data swamps" and place it in a nested graph structure.
2) Setting up the graph by region, and adding basic economic metrics like population, income distributions, and industry categories.
3) Distributing populations across industries and income tiers, and mapping savings, debts, and investments scaled to income ratios.
4) Attempting to model spending patterns across different income levels from low to ultra-high net worth individuals, accounting for regional differences.
Everything you need to know about mobile, internet, social media, and e-commerce use in Slovakia in 2017. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit http://datareportal.com
This document summarizes trends in urban redevelopment in Massachusetts over the past 10 years. It finds that while some cities like Boston and Cambridge have grown, many older industrial cities referred to as "Middle Cities" have continued to struggle with economic decline, population loss, and higher crime rates compared to the state average. Unemployment and poverty levels remain significantly higher in these cities, which have also seen their property values and middle class populations decrease relative to other areas in Massachusetts over the past several decades since the decline of manufacturing. The document analyzes population, economic, crime, and other data trends in 14 Massachusetts cities to assess their progress since a previous 2006 report.
Kepios's Simon Kemp explores the latest state of digital in Japan, and offers a detailed analysis of what makes Japan’s digital behaviours and landscape so different to those we see elsewhere in the world.
- More than half of the world's population now uses the internet, with global internet users growing 8% year-over-year. Mobile internet and social media usage are also growing significantly.
- Social media users grew over 20% in the past year to over 2.5 billion active users monthly. Mobile social media use in particular saw 30% growth.
- The report provides statistics on internet, social media, and mobile usage globally and by region, finding continued growth in connectivity and usage around the world.
Social Insights: Tracking ICT Trends Using Social Media DataKepios
Simon Kemp's presentation from the 17th annual ITU WTIS symposium, exploring how social media data can help policy makers, NGOs, and various other kinds of organisation to identify and track trends in broader internet adoption and ICT use.
This document discusses building a visualizer to model economic activity and human exchange. It outlines steps to structure the model, including:
1) Using a web crawler to gather relevant data from "data swamps" and place it in a nested graph structure.
2) Setting up the graph by region, and adding basic economic metrics like population, income distributions, and industry categories.
3) Distributing populations across industries and income tiers, and mapping savings, debts, and investments scaled to income ratios.
4) Attempting to model spending patterns across different income levels from low to ultra-high net worth individuals, accounting for regional differences.
Everything you need to know about mobile, internet, social media, and e-commerce use in Slovakia in 2017. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit http://datareportal.com
This document summarizes trends in urban redevelopment in Massachusetts over the past 10 years. It finds that while some cities like Boston and Cambridge have grown, many older industrial cities referred to as "Middle Cities" have continued to struggle with economic decline, population loss, and higher crime rates compared to the state average. Unemployment and poverty levels remain significantly higher in these cities, which have also seen their property values and middle class populations decrease relative to other areas in Massachusetts over the past several decades since the decline of manufacturing. The document analyzes population, economic, crime, and other data trends in 14 Massachusetts cities to assess their progress since a previous 2006 report.
Kepios's Simon Kemp explores the latest state of digital in Japan, and offers a detailed analysis of what makes Japan’s digital behaviours and landscape so different to those we see elsewhere in the world.
- More than half of the world's population now uses the internet, with global internet users growing 8% year-over-year. Mobile internet and social media usage are also growing significantly.
- Social media users grew over 20% in the past year to over 2.5 billion active users monthly. Mobile social media use in particular saw 30% growth.
- The report provides statistics on internet, social media, and mobile usage globally and by region, finding continued growth in connectivity and usage around the world.
This document provides an analysis of social media conversations related to the State of the Union address. It finds that the economy, spending, and healthcare were the most discussed topics before the address. Afterward, the economy and spending dominated discussions, while healthcare conversations declined. Sentiment analysis of discussions around jobs and spending are also presented, finding mixed positive and negative sentiments. Word clouds and trends are used to explore discussion topics and sentiments over time.
Everything you need to know about mobile, internet, social media, and e-commerce use in Finland in 2017. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit http://datareportal.com
E marketer us_social_network_users-mid-2013_forecast_and_comparative_estimatesAdCMO
This document provides forecasts for social media usage in the United States from 2013 to 2017. It estimates that 163.5 million Americans will be regular social network users in 2013, with growth slowing in coming years. Facebook remains the dominant social platform, with nearly nine out of ten social network users accessing Facebook regularly. Younger adults make up the largest portion of both social network and Facebook users. Hispanic internet users have the highest rates of social network and Facebook usage and will see the fastest growth rates among demographic groups in these categories through 2017.
This document summarizes a student's thesis on government disinformation campaigns and their impact on journalism and society. It discusses how governments use disinformation to influence power and public opinion. It also examines the declining trust in media and issues around media ownership concentration. The student defends their views and provides counterarguments in bold, underlined text to critique parts of the thesis.
This study examines factors that impact crime rates across major U.S. cities using data from 251 cities. Ordinary least squares regression is used to analyze the relationship between crime rates and variables like ethnicity, income, gender, age, population density, and political affiliation. Preliminary results found higher crime rates were associated with higher percentages of the population aged 25-34, higher population density, and higher percentages of divorced individuals. Lower crime rates were linked to more vacant housing units, higher median household incomes, and cities that lean Democratic politically. The study aims to help understand why crime rates vary significantly between cities with seemingly similar populations.
Annie Williams Real Estate Report May-June 2017Jon Weaver
After a period of lower prices last year, median home prices in San Francisco increased in the last two months. The sales to list price ratio has remained over 100% for 51 months, indicating a strong seller's market. Average days on market was 26 days in April, lower than the average of 41 days since 2000. Home sales dropped 28.4% from March to April and were down 8.1% from the previous year, which analysts attribute to low inventory levels at the beginning of the peak spring selling season.
This document provides a marketing plan and data analysis for Rise Broadband to expand into the towns of Mackay and Arco, Idaho. The marketing plan includes a situation analysis of the target market and competitors in the area. It finds that the target market is older households without children and that Rise Broadband's main competitors are ATC and Frontier Communications. The plan also analyzes different marketing avenues and recommends a large budget approach including newspaper ads, direct mail, high school sports sponsorships, and local event participation. The data analysis section examines customer churn and sales data to build predictive models of what leads customers to cancel or keep service in order to inform marketing strategies.
Northeast Ohio Home Sales Report -1Q, YTD 2016Lisa Humenik
This document provides a summary of home sales trends in Cuyahoga County, Ohio for the first quarter of 2016. Some key points:
- Home sales were up 16.1% compared to the same period in 2015. Pending home sales were up 37.4%.
- The number of homes for sale decreased 3.6% compared to a year ago, while the average sales price increased 2.3% to $134,000.
- New home listings increased 14% compared to the first quarter of 2015, a sign that more homes may come on the market in 2016.
- Overall the real estate market in Cuyahoga County remains strong, with continued sales growth and modest price increases expected
Regional Snapshot: Metro Atlanta's Hispanic and Latino CommunityARCResearch
This month's Regional Snapshot explores the foreign born population in metro Atlanta, focusing on the largest contributor to our foreign born population growth - the Hispanic and Latino community.
The Solutions Survey: Does the world think we can still solve climate change? Futerra Solutions Union
An online survey of 19,520 adults in 27 countries found that optimism about climate change correlates with a country's economic development. Within countries, those with lower education and income were less optimistic. The biggest expectation gap was found between younger and older generations. This creates a "solutions gap" where attitudes are determined more by attributes like country, education, income and age rather than the available solutions. Closing this gap requires communicating the "solutions story" more effectively.
The document discusses demographic trends in the Atlanta area based on 2020 Census data and other sources. It finds that the Hispanic/Latinx population increased substantially in the Atlanta region from 2000-2020, and now represents over 12% of the population of the Atlanta metro area. The Hispanic/Latinx population increased in all areas analyzed and accounted for a significant portion of total population growth. The documents also projects that the Hispanic/Latinx population will continue to increase rapidly in the Atlanta region through 2050 based on Census forecasts.
Ask An Expert: WordPress Product Catalogs With Rob MarlbroughFandom Marketing
View our presentation from our March 2017 Ask An Expert event featuring Rob Marlbrough, Technology Director at Fandom Marketing and Christopher Hartig, Sr. Digital Marketing Manager at Bumble Bee Seafoods®. Learn how businesses are using WooCommerce to grow their eCommerce sector.
Principios Lean: Una perspectiva histórica desde las cadenas de producción ha...Lean IT Association
Este documento presenta un resumen de un webinar sobre los principios Lean desde una perspectiva histórica. El webinar discute el origen de la filosofía Lean en Toyota y cómo se ha aplicado desde las cadenas de producción hasta TI. También presenta la visión y currículum de la Asociación Lean IT para estandarizar la educación y certificación en Lean IT a nivel global.
IBM Presents the Notes Domino Roadmap and a Deep Dive into Feature Pack 8Teamstudio
This webinar encompasses two sessions presented at IBM Connect 2017. Adam Kesner and Barry Rosen from IBM review the latest updates on Notes/Domino and discuss the future directions and support for Notes/Domino and deliverables over the coming 12-18 months while IBM moves to a continuous delivery model. Then, Martin Donnelly and Brian Gleeson from IBM take a deep dive into the key features delivered in Feature Pack 8 including how to use the new encryption capabilities, improvements to Domino Designer, and more!
Lawyer in Vietnam Oliver Massmann Transfer Pricing in Mergers and Acquisitio...Dr. Oliver Massmann
The document discusses transfer pricing issues that arise in mergers and acquisitions (M&A) in Vietnam. Specifically, it notes that if the agreed transfer price in an acquisition is less than the book value of the seller's equity, the licensing authority may refuse to approve the acquisition. It also discusses unclear tax regulations regarding capital gains tax on offshore acquisitions. This lack of clarity creates uncertain financial obligations for investors and can impact deal timelines. The document recommends harmonizing interpretations of transfer pricing and clarifying regulatory frameworks on tax liabilities from M&A transactions in Vietnam.
How to Scale Your Architecture and DevOps Practices for Big Data ApplicationsAmazon Web Services
This document discusses how Loggly provides a cloud-based log management solution. It begins by providing background on Loggly, including that it was founded in 2009 and is based in San Francisco. It then discusses how log management has evolved from simple file management to a big data problem. The document uses a case study of how Segment uses Loggly to more easily troubleshoot issues across its many integrations and APIs. It demonstrates how Loggly allows Segment to isolate relevant log data and trace API calls to troubleshoot problems faster.
The first of 5 summary presentations around our Habit Fundamentals™ training. A brief look at the four stages of learning, with a voiceover from me to give some context.
This document provides information and guidance on being an ally to trans* people. It defines important terms like trans*, cisgender, and gender binary. It explains that trans* people experience discrimination and need allies to help make society more inclusive. The document offers dos and don'ts for being a good ally, such as using preferred pronouns and names, challenging transphobia, and listening without objectifying trans* people. The overall message is that everyone can play a role in promoting trans* inclusion and preventing transphobia.
This document provides an analysis of social media conversations related to the State of the Union address. It finds that the economy, spending, and healthcare were the most discussed topics before the address. Afterward, the economy and spending dominated discussions, while healthcare conversations declined. Sentiment analysis of discussions around jobs and spending are also presented, finding mixed positive and negative sentiments. Word clouds and trends are used to explore discussion topics and sentiments over time.
Everything you need to know about mobile, internet, social media, and e-commerce use in Finland in 2017. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit http://datareportal.com
E marketer us_social_network_users-mid-2013_forecast_and_comparative_estimatesAdCMO
This document provides forecasts for social media usage in the United States from 2013 to 2017. It estimates that 163.5 million Americans will be regular social network users in 2013, with growth slowing in coming years. Facebook remains the dominant social platform, with nearly nine out of ten social network users accessing Facebook regularly. Younger adults make up the largest portion of both social network and Facebook users. Hispanic internet users have the highest rates of social network and Facebook usage and will see the fastest growth rates among demographic groups in these categories through 2017.
This document summarizes a student's thesis on government disinformation campaigns and their impact on journalism and society. It discusses how governments use disinformation to influence power and public opinion. It also examines the declining trust in media and issues around media ownership concentration. The student defends their views and provides counterarguments in bold, underlined text to critique parts of the thesis.
This study examines factors that impact crime rates across major U.S. cities using data from 251 cities. Ordinary least squares regression is used to analyze the relationship between crime rates and variables like ethnicity, income, gender, age, population density, and political affiliation. Preliminary results found higher crime rates were associated with higher percentages of the population aged 25-34, higher population density, and higher percentages of divorced individuals. Lower crime rates were linked to more vacant housing units, higher median household incomes, and cities that lean Democratic politically. The study aims to help understand why crime rates vary significantly between cities with seemingly similar populations.
Annie Williams Real Estate Report May-June 2017Jon Weaver
After a period of lower prices last year, median home prices in San Francisco increased in the last two months. The sales to list price ratio has remained over 100% for 51 months, indicating a strong seller's market. Average days on market was 26 days in April, lower than the average of 41 days since 2000. Home sales dropped 28.4% from March to April and were down 8.1% from the previous year, which analysts attribute to low inventory levels at the beginning of the peak spring selling season.
This document provides a marketing plan and data analysis for Rise Broadband to expand into the towns of Mackay and Arco, Idaho. The marketing plan includes a situation analysis of the target market and competitors in the area. It finds that the target market is older households without children and that Rise Broadband's main competitors are ATC and Frontier Communications. The plan also analyzes different marketing avenues and recommends a large budget approach including newspaper ads, direct mail, high school sports sponsorships, and local event participation. The data analysis section examines customer churn and sales data to build predictive models of what leads customers to cancel or keep service in order to inform marketing strategies.
Northeast Ohio Home Sales Report -1Q, YTD 2016Lisa Humenik
This document provides a summary of home sales trends in Cuyahoga County, Ohio for the first quarter of 2016. Some key points:
- Home sales were up 16.1% compared to the same period in 2015. Pending home sales were up 37.4%.
- The number of homes for sale decreased 3.6% compared to a year ago, while the average sales price increased 2.3% to $134,000.
- New home listings increased 14% compared to the first quarter of 2015, a sign that more homes may come on the market in 2016.
- Overall the real estate market in Cuyahoga County remains strong, with continued sales growth and modest price increases expected
Regional Snapshot: Metro Atlanta's Hispanic and Latino CommunityARCResearch
This month's Regional Snapshot explores the foreign born population in metro Atlanta, focusing on the largest contributor to our foreign born population growth - the Hispanic and Latino community.
The Solutions Survey: Does the world think we can still solve climate change? Futerra Solutions Union
An online survey of 19,520 adults in 27 countries found that optimism about climate change correlates with a country's economic development. Within countries, those with lower education and income were less optimistic. The biggest expectation gap was found between younger and older generations. This creates a "solutions gap" where attitudes are determined more by attributes like country, education, income and age rather than the available solutions. Closing this gap requires communicating the "solutions story" more effectively.
The document discusses demographic trends in the Atlanta area based on 2020 Census data and other sources. It finds that the Hispanic/Latinx population increased substantially in the Atlanta region from 2000-2020, and now represents over 12% of the population of the Atlanta metro area. The Hispanic/Latinx population increased in all areas analyzed and accounted for a significant portion of total population growth. The documents also projects that the Hispanic/Latinx population will continue to increase rapidly in the Atlanta region through 2050 based on Census forecasts.
Ask An Expert: WordPress Product Catalogs With Rob MarlbroughFandom Marketing
View our presentation from our March 2017 Ask An Expert event featuring Rob Marlbrough, Technology Director at Fandom Marketing and Christopher Hartig, Sr. Digital Marketing Manager at Bumble Bee Seafoods®. Learn how businesses are using WooCommerce to grow their eCommerce sector.
Principios Lean: Una perspectiva histórica desde las cadenas de producción ha...Lean IT Association
Este documento presenta un resumen de un webinar sobre los principios Lean desde una perspectiva histórica. El webinar discute el origen de la filosofía Lean en Toyota y cómo se ha aplicado desde las cadenas de producción hasta TI. También presenta la visión y currículum de la Asociación Lean IT para estandarizar la educación y certificación en Lean IT a nivel global.
IBM Presents the Notes Domino Roadmap and a Deep Dive into Feature Pack 8Teamstudio
This webinar encompasses two sessions presented at IBM Connect 2017. Adam Kesner and Barry Rosen from IBM review the latest updates on Notes/Domino and discuss the future directions and support for Notes/Domino and deliverables over the coming 12-18 months while IBM moves to a continuous delivery model. Then, Martin Donnelly and Brian Gleeson from IBM take a deep dive into the key features delivered in Feature Pack 8 including how to use the new encryption capabilities, improvements to Domino Designer, and more!
Lawyer in Vietnam Oliver Massmann Transfer Pricing in Mergers and Acquisitio...Dr. Oliver Massmann
The document discusses transfer pricing issues that arise in mergers and acquisitions (M&A) in Vietnam. Specifically, it notes that if the agreed transfer price in an acquisition is less than the book value of the seller's equity, the licensing authority may refuse to approve the acquisition. It also discusses unclear tax regulations regarding capital gains tax on offshore acquisitions. This lack of clarity creates uncertain financial obligations for investors and can impact deal timelines. The document recommends harmonizing interpretations of transfer pricing and clarifying regulatory frameworks on tax liabilities from M&A transactions in Vietnam.
How to Scale Your Architecture and DevOps Practices for Big Data ApplicationsAmazon Web Services
This document discusses how Loggly provides a cloud-based log management solution. It begins by providing background on Loggly, including that it was founded in 2009 and is based in San Francisco. It then discusses how log management has evolved from simple file management to a big data problem. The document uses a case study of how Segment uses Loggly to more easily troubleshoot issues across its many integrations and APIs. It demonstrates how Loggly allows Segment to isolate relevant log data and trace API calls to troubleshoot problems faster.
The first of 5 summary presentations around our Habit Fundamentals™ training. A brief look at the four stages of learning, with a voiceover from me to give some context.
This document provides information and guidance on being an ally to trans* people. It defines important terms like trans*, cisgender, and gender binary. It explains that trans* people experience discrimination and need allies to help make society more inclusive. The document offers dos and don'ts for being a good ally, such as using preferred pronouns and names, challenging transphobia, and listening without objectifying trans* people. The overall message is that everyone can play a role in promoting trans* inclusion and preventing transphobia.
Engagement is key to member loyalty and volunteering is the stickiest form of engagement - so lets optimize volunteer opportunity in your association through #VolunteerLove. Tips and ideas. Samples.
Deben elegirse a 2 comisionados del Instituto de Acceso a la Información Públ...FUSADES
El Grupo Promotor LAIP expresa su preocupación por el retraso en la elección de dos comisionados del Instituto de Acceso a la Información Pública (IAIP). Se ha realizado una tercera convocatoria debido a que no se presentaron suficientes candidatos en las dos convocatorias anteriores. El IAIP lleva un mes funcionando de forma irregular sin los nuevos comisionados. El Grupo Promotor sugiere medidas como agilizar la emisión de documentos requeridos para los candidatos y realizar la asamblea de elección una vez concluya el pl
LegalThings was born from a common pain to almost everyone who has worked in a corporate environment: despite working with smart and organised people, we are still spending too much time on process management and reproduction of the same content.
The housing supply in Missoula saw mixed trends in 2012. While the number of residential lots sold increased slightly for the second year in a row, the median sales price of lots decreased by 25% following a 23% drop the previous year. Meanwhile, the number of building permits issued by the city decreased 49% due to a decline in duplex and multi-family permits, though single-family permits increased. Approximately 60% of Missoula County residents own their homes, up slightly from 2011. The rental vacancy rate remained low at 3.5%.
The 2012 Missoula Housing Report provided the following key points:
1) Housing development increased in 2011 with building permits up 65% over 2010, driven entirely by multi-family construction as single-family permits declined.
2) Population in Missoula County grew 14% from 2000 to 2010, now exceeding 100,000, with concentrations of baby boomers and echo boomers.
3) Home sales decreased 3% in 2011 to 877 sales while median home prices increased 2% after three prior years of declines totaling 9%.
4) Housing affordability was challenging in 2011, with the median home price only affordable by a 4-person household earning $59,100, while significant shares
The document provides an introduction to the Defense Manufacturing Assistance Program (DMAP) which works with communities severely affected by Department of Defense downsizing to develop recovery strategies. It then analyzes Muskegon County, Michigan which has experienced job losses due to reduced defense contracts, noting its population, housing, poverty rates, and other demographic data to understand the economic challenges it faces. DMAP will use this community assessment to create an advisory plan to help Muskegon County diversify its economy and promote future growth.
Chandan Economics Research on Arbor Chatter 2018 q2Ivan Kaufman
The Arbor team led by Ivan Kaufman has released research completed by Chandon Economics. Research includes looking at the Millennials' demographic to see where they are concentrated in small rental properties. Research also includes where families with children and older households are mainly renting.
The Rural Scorecard Project aims to identify pockets of need in rural Maine and help direct resources to improve conditions. Maine Rural Partners (MRP) began researching benchmarks in 2015 on topics like health, education, food access, infrastructure, internet access, and prosperity levels in all of Maine's rural communities. Information will be collected from various sources and presented on an online, interactive map showing grades for each topic at the town and county level. In addition, MRP will hold Rural Congresses starting in 2016 to discuss the findings with local leaders and partner organizations, in order to match needs with potential projects and resources. The goal is to complete the Rural Scorecard by August 2016 to help target services to areas most in need of assistance
The Missoula housing market showed signs of slowing in 2007. The number of homes sold declined for the first time in 5 years, falling by 13% from 2006 levels. The median home price rose by 6% in 2007, the lowest annual increase in 6 years. Mortgage loan volume decreased slightly while interest rates remained stable. Foreclosures in Missoula increased in 2007. The rental market remained tight with low vacancy rates and increasing costs, especially for 2-bedroom units. Developable land is becoming scarce in Missoula as the pace of new construction has declined over the past two years.
The document summarizes key findings from the 2010 US Census regarding population changes in rural Minnesota. It finds that while the overall state population grew by 7.8%, many rural areas experienced population losses. The aging of the Baby Boomer generation is also impacting demographics. The transition to the American Community Survey makes rural data less precise due to smaller sample sizes.
2019 top us-markets-for-large-multifamily-investment-reportLane Kawaoka, PE
[I did not find this report one bit useful as I like secondary and tertiary markets that do better than these top tier markets... and cashflow] SimplePassiveCashflow.com/mfh
Checklist the process of writing a cause and effect paragraphreSONU61709
This document provides a checklist of steps for writing a cause and effect paragraph, including narrowing the topic, deciding whether to focus on causes or effects, composing an introductory sentence, brainstorming potential causes and effects, selecting the best ones to develop the paragraph, outlining the paragraph, writing and revising a draft, and proofreading. It also provides 15 suggested topics for cause and effect paragraphs and reviews vocabulary and grammar useful for describing causes and effects.
The document provides an overview and analysis of the Southwest California housing market in 2018 and an outlook for 2019. It notes that 2018 sales were down 12% from 2017 but above forecasts. Median home prices rose 6% in 2018 but price increases slowed in the last quarter. The author expects home sales to decline another 3-4% in 2019 while prices rise 3-5%, with some markets seeing declines. The outlook cites concerns around interest rates, housing supply, and state policies around housing, taxes, and regulations that could negatively impact affordability and the economy.
The document summarizes housing market forecasts for Wichita and Kansas in 2017. It predicts that home sales in Wichita will increase 5.1% to 10,800 units in 2017, while new home construction levels off at 900 units. Wichita home prices are expected to rise 3.5% in 2017 as inventory remains tight. Across Kansas, home sales are forecasted to increase 6.2% to 41,090 units in 2017, while single family permits rise 6.4% to 5,745 units. Kansas home prices are predicted to appreciate 3.8% in 2017. Overall, the forecasts expect continued growth in home sales and prices in Wichita and Kansas, despite low levels of new construction.
The document provides an executive summary of a report on equity in the Metro Boston region. Some key findings from the report include:
- The Metro Boston region is becoming more racially and ethnically diverse, with the population aging and more residents being foreign-born.
- The region remains highly segregated, with over 60% of black/African American residents and roughly 60% of Latino residents needing to move to achieve complete integration with whites.
- Income inequality is high and growing in Metro Boston, with the richest fifth earning over 10 times the income of the poorest fifth. Black and Latino households also earn less than white households.
Perception of Affordable Housing in Brunswick CountyOLIVIA DORSEY
This document provides a summary of a study on perceptions of affordable housing in Brunswick County, North Carolina. The study found that the majority (80.5%) of survey respondents believe there is a need for more affordable housing in the county. Common supported solutions included having the county work with the private sector to develop affordable housing (62.4%), having non-profits develop affordable housing (35.6%), and requiring a percentage of units in new developments be affordable (32.3%). The document notes that while Brunswick County is considered affluent, 15.7% of residents live in poverty. It recommends establishing a housing task force to create a strategic plan to develop more affordable housing options through various means like public-private partnerships
Projecting Development Impacts for Sustainable and Fiscally Responsible GrowthEconsult Solutions, Inc.
NCAC-APA Conference, 2016
Sidney Wong, Ph.D., Community Data Analytics
Daniel Miles, Ph.D., Econsult Solutions, Inc.
Rinoa Guo, Econsult Solutions, Inc.
10 minutes, 10 questions, 10 years of impactguest284828
This document discusses the importance of the 2010 U.S. Census for Minnesota and outlines ways for nonprofits to help ensure an accurate count. Key points include: the census determines federal funding and political representation for the next decade; groups at risk of being undercounted; challenges in achieving an accurate count; and eight simple actions nonprofits can take such as partnering with the Census Bureau, distributing promotional materials, and hosting community events. The Minnesota Nonprofits Count initiative provides resources and support to help nonprofits engage their communities in the census.
Mercer Capital's Value Focus: Real Estate Industry | Q3 2016 | Segment Focus:...Mercer Capital
Mercer Capital's Real Estate Industry newsletter provides perspective on valuation issues. Each newsletter also typically includes macroeconomic trends, industry trends, and guideline public company metrics.
The document is a summary and analysis of data from the 2021 Regional Snapshot report by the Atlanta Regional Commission comparing socioeconomic metrics of the Atlanta metro area to the other largest 100 metro areas in the US. Some key points:
- Atlanta ranked 7th in total jobs in 2020 despite losing 157.5K jobs due to the pandemic, down from 9th in 2019.
- Atlanta ranked 4th in population growth since 2010 and 5th in building permits issued in 2019.
- The metro area ranks more middle of the pack for metrics like income, housing costs, and health insurance rates.
- Atlanta ranks 77th for percentage of white population and 6th for population under age 19, indicating a
2014, June - The Millennial Migration - Mandate or Mythmjwhite1104
The document discusses trends in real estate driven by the millennial generation and how their preferences differ from previous generations. Some key points:
- Millennials prefer urban areas with good transit and amenities over traditional suburbs. However, this urban lifestyle may be temporary as most millennials express a desire for single-family homes and families later in life.
- Job and population growth is shifting to more affordable, lifestyle-focused cities that attract millennials rather than traditional large metro areas.
- Real estate investors need to understand how millennial preferences for connectivity, collaboration, and transit will reshape the types of properties and locations that are successful, such as demand for industrial space to support e-commerce.
This document provides an overview and introduction to a hedonic pricing study analyzing relationships between home attributes and median home sale prices in Chicago and surrounding areas using data from the Chicago Tribune Homes website. The data includes physical home characteristics, community attributes such as crime rates and education quality, and location details for over 300 communities. The study aims to quantify how attributes in these categories contribute to home prices using regression analysis.
Weichert Princeton March 2016 Market Update SeminarWeichert Realtors
A review and preview of the Princeton, NJ area real estate market trends. Offers insights into price trends, affordability and strategies to buy and sell.
This document provides a summary of a report on housing affordability in Missoula, Montana. It finds that housing costs are increasingly burdensome for many residents, especially renters. A public survey found the top obstacles to homeownership are high prices and lack of down payment. While housing construction has increased, the supply of homes priced below $200,000 has declined sharply. The report recommends pursuing incentives, funding, and land donations to boost production of affordable housing in the city and county.
A detailed analysis of Missoula property taxes with comparisons to other cities in Montana.
A report to the Missoula Organization of Realtors by Douglas J. Young, Professor Emeritus, Montana State University
- Home sales and prices declined in 2010 both locally and nationally, with strongest early-year sales of lower-priced homes. Median home price dropped 4% in Missoula.
- Mortgage rates were low but mortgage activity increased partly due to first-time buyer credits. Foreclosures rose as unemployment increased.
- Rental vacancies remain low at 5% but high rental costs consume a large share of income for many families. Section 8 vouchers help subsidize rent.
- Population growth continues at 500-1000 per year while migration declines. Median income disparity between homeowners and renters is extreme though less so than national trends.
This document is the 2010 Missoula Housing Report which provides a comprehensive overview of the Missoula housing market. It includes sections on home ownership trends, the rental market, new construction, population and income trends, housing affordability, and a conclusion. The report aims to present a credible picture of the Missoula housing situation that can inform community members and policymakers. It draws data from various local, state, and national sources and is a collaborative effort between different organizations concerned with the Missoula real estate market.
The 2009 Missoula Housing Report summarizes key trends in the local real estate market. Home sales and prices declined significantly in 2008, marking the most pronounced downturn of the decade. Rental rates remained relatively strong despite the depressed housing market. New home construction and lot sales also slowed substantially. The report aims to provide a comprehensive and unbiased assessment of the Missoula housing market through detailed data analysis.
The document is a 2007 housing report for Missoula, Montana that was produced by a coordinating committee of real estate, banking, and economic experts. It provides demographic data and discusses trends of population growth in Missoula County through migration and natural increase. The report aims to establish common facts for housing and land use discussions to contribute to a shared community vision.
The document discusses the benefits of exercise for mental health. Regular physical activity can help reduce anxiety and depression and improve mood and cognitive function. Exercise stimulates the production of endorphins in the brain which elevate mood and reduce stress levels.
Kumar Codename Fireworks at Hadapsar Link Road, Pune - PDF.pdfmonikasharma630
Codename Fireworks developed by Kumar Properties is a new residential development that offers 2/3 BHK premium residences with easy access to proposed ring road, airport, metro station.
For More Details:
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Living in an UBER World - June '24 Sales MeetingTom Blefko
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2. II MOR HOUSING REPORT 2016
1 As in past reports, all data sources are publicly available
and statistically valid. Our interpretation of the data
may lead to judgments that we believe are sound but
with which you may disagree. If so, we invite your
comments (comments@missoularealestate.com) so that we
can continue to improve this annual report.
2 Unless otherwise noted,data presented in the text and figures
are for the Missoula Urban Area, which includes the City of
Missoula, its neighborhoods, and its surrounding urbanized
area,defined as:Rattlesnake,Downtown,University,Fairviews,
South Hills, Pattee Canyon, Lewis and Clark, Miller Creek,
Blue Mountain, Big Flat, Orchard Homes, Mullan Road,
Grant Creek, Lolo, Bonner, East Missoula, and Clinton. Data
representing all of Missoula County or only the city are noted
as such.
3 All data is the most recent available at the time we compiled
the report. For calendar-year data, that is 2016 in most
cases, but 2015 or even 2014 when more recent figures
are not yet available.
4 “Median” is a term used often in this report. A median is
the amount at which exactly half of the values or numbers
being reported are lower and half are higher. A median can
be more or less than an “average,” which is the amount
derived by adding all values being reported and dividing by
the number of individual values. So a median home price,
for example, is the price of the one home, among all prices
being considered, where half of the other homes are less in
price and half are more in price. In many instances, including
reports of home prices, a median can be a more accurate
representation than an average because the sale prices of
a very few extraordinarily expensive houses will significantly
raise the average but have little effect on the median.
5 Data from the American Community Survey has a margin
of error. This margin of error reflects uncertainty involved
in the process of creating estimates from a representative
sample of the population. In other words, although estimates
from the survey data may appear different, the difference
sometimes falls within the margin of error and therefore
cannot be considered to be statistically significant. The
charts with American Community Survey data portray the
data in ranges with a lower and upper bound. The mean is
the midpoint of the range.Statistical differences are visually
apparent when the ranges do not overlap.
NOTES FOR READING THE REPORT
3. III
6 Research for this report was conducted principally by the
Missoula Organization of REALTORS®
(MOR).The University
of Montana Bureau of Business and Economic Research
also contributed to the report and served as a source of
this report’s data and information. Other sources were the
U.S. Census Bureau, U.S. Department of Housing and Urban
Development (HUD), U.S. Office of Federal Housing Finance
Agency (OFHFA), Montana Department of Labor and Industry,
Western Montana Chapter of the National Association of
Residential Property Managers (NARPM), Missoula Housing
Authority (MHA),and Montana Regional MLS®
(see next note).
7 MLS®
refers to the Multiple Listing Service®
. In 2016, the
Missoula Organization of REALTORS (MOR) switched from
the MOR MLS to the Montana Regional MLS. It is a member-
based service – administered, operated, and paid for by the
REALTOR®
members of Missoula Organization of REALTORS®
and Northwest Montana Association of REALTORS®
– that
indicates the cooperation among REALTORS®
to share
information about homes and real estate for sale or rent.
Due to the switch, wherever we use Montana Regional MLS
data in this year’s report, the numbers may differ slightly
from previous reports.
4. dfoltz|ccflickr
IV MOR HOUSING REPORT 2016
TABLE OF CONTENTS
NOTES FOR READING THE REPORT II
TABLE OF CONTENTS IV
MESSAGE FROM COORDINATING COMMITTEE 1
Coordinating Committee
EXECUTIVE SUMMARY 2
HOUSING SUPPLY: DEVELOPMENT & OCCUPANCY 4
Lot Development
Pace of Development
Occupancy Rates in Missoula
HOUSING DEMAND: POPULATION & INCOME 8
Age Distribution
Population Dynamics
Migration
Income Trends
RENTAL HOUSING 10
Rental Occupancy
Rental Prices
Rental Assistance Programs
HOUSING SALES & PRICES 14
Home Sales in 2016
Condominiums & Townhouses
New Construction Sales
Sales Trends in Neighborhoods
Comparative Trends in Home Prices
Pace of Home Sales
MORTGAGE FINANCE 22
Mortgage Loans
Impacts of Mortgage Insurance
Down Payments
Foreclosure
Home Ownership Programs
HOUSING AFFORDABILITY 26
The Housing Affordability Index
Share of Income Spent on Housing
Unemployment
Poverty
Homelessness
Homeless Children
Housing Department
CONCLUSION & OUTLOOK 33
5. rbrown|ccflickr
1
We are pleased to present the “2017 MISSOULA HOUSING
REPORT.” Our intention is to provide a comprehensive,
credible, and neutral picture of Missoula housing that can be used
as a tool by community members, businesses, nonprofits, and policy
makers as they seek to serve Missoula’s needs.
We think these pages reveal a number of opportunities and challenges
for our community. When read comprehensively, we hope the data
come together to provide a more complete picture of our community,
from affordability challenges to demographics, improvements over the
years, and the issues that will require our attention in the years to come.
The is the twelfth annual report on housing in the city and county
of Missoula, and the content has evolved based on trends, available
information, and feedback from readers like you.
Please let us know your thoughts on this report and how we might
improve it.
If, after reading this report, you are interested in getting involved in
meeting the housing needs of our community, please contact any of
the public or private agencies engaged in local housing mentioned in
this report. Additional housing resources are listed on the Missoula
Organization of REALTORS®
website at www.MissoulaRealEstate.com.
Coordinating Committee
Brint Wahlberg Windermere Real Estate
Jim McGrath Missoula Housing Authority
Paul Burow Professional Property Management
Karissa Drye Homeword
Paul Forsting Territorial Landworks, Inc.
Vicki Corwin Stewart Title
Colleen Cebula First Interstate Bank
Brandon Bridge University of Montana Bureau of Business
& Economic Research
Ruth Hackney Missoula Organization of REALTORS®
Sam Sill Missoula Organization of REALTORS®
MESSAGE FROM COORDINATING COMMITTEE
6. dfoltz|ccflickr
2
In 2016, the number of residential lots sold increased
by 24 percent, reaching an all-time high, though their
median price remained virtually the same, at $85,000.
The pace of construction increased in 2016, with the
City of Missoula issuing 68.3 percent more building
permits than they did in 2015. Single-family building
permits increased by 26.7 percent and multi-family
permits, which include condominiums, increased by
82.8 percent. Development projects increased at both
the city and county level in 2016.
In Missoula County,homeowners occupy about 57 percent
of the units; in the city,owners occupy 47 percent of units.
Housing Demand:
Population and Income
Missoula County’s population continued to trend upwards,
showing a 1.3 percent increase to 114,181 in 2015,
placing increasing pressure on the housing supply.
The percentage of Missoulians living in poverty remains
around 16 percent, but the number of homeless
individuals, according to a single point-in-time survey,
declined in 2016. However, the number of Missoula
children identified as homeless or at-risk of becoming
homeless increased by 45.9 percent during the 2015-
2016 school year,an increase that may be partly explained
by improved data collection in the schools but which is,
nevertheless, a concern.
Overall, the estimated median household income for
Missoula declined in 2016, to $42,815. The greatest
disparity, however, is between the median income of
Missoula’s homeowners ($63,089) and renters ($28,765).
Rental Housing
Missoula’s already-low rental vacancy rates became more
so in 2016, dropping to 2.9 percent. Yet, in spite of low
vacancy, rental prices in Missoula held steady in 2016,
following several years of growth. However, affordable
rent still remains an issue.
The Missoula Housing Authority is able to support all
774 of its Section 8 vouchers that subsidize rent, but
the demand for rental assistance remains high, with
1,654 households sitting on the waiting list for Section
8 vouchers in 2016. In 2016, Homeword started offering
rental education and counseling programs to help low
to- moderate income people access and maintain
affordable housing. As well, the city opened the Office
of Housing and Community Development to create and
implement housing policy that will help Missoula meet
its present and growing housing demand.
EXECUTIVE SUMMARY
7. 3
Housing Sales & Prices
Missoula ended 2016 with a seller’s market for all but
the most expensive homes. In 2016, the market officially
entered an under-supply status, with a less-than-three-
month supply for all price points under $425,000.
The median price of a Missoula home went up 6.8 percent
to a record-setting $255,000 in 2016.While the overall
number of homes sold remained virtually the same as
the previous year, rising prices and a tighter supply of
more affordable homes meant that the number of homes
sold under $275,000 declined by 13 percent. Homes
over $275,001 saw sales increase by 27.2 percent.
Condominium and townhouse sales increased by 33.9
percent in 2016, as buyers gravitated towards their lower
costs as compared to single-family homes.
Housing Finance
Mortgage rates remained affordable throughout 2016,
with a year-end interest rate of 4.5 percent. While low
rates were attractive for borrowing, the market supply
proved difficult for potential buyers.Missoula homebuyers
have access to a number of down payment assistance
programs, including a new program from the Montana
& Idaho Community Development Corporation.
Thanks to both the economy and homebuyer education
programs, Missoula’s foreclosures continued to drop,
with just 44 foreclosures in 2016.
Housing Affordability
Housing affordability continued to be an issue for renters
as well as prospective homebuyers.The Missoula Housing
Affordability Index illustrated a continued decline in the
affordability of Missoula homes due to increasing home
prices and declining median incomes.In 2016,one would
have needed a family income of $89,916 to purchase a
median-priced home of $255,000,assuming a 4-percent
down payment. With a 20% down payment, one would
have needed a family income of $62,892 to purchases
a median priced home.
In 2015, approximately 47 percent of Missoula renters
spent more than 30 percent of their income on housing,
which put them in the “cost burdened” category of
being likely to have a hard time meeting other financial
obligations. This was slightly lower than 2012’s 52
percent. About 30 percent of Missoula homeowners
spent more than 30 percent of their income on housing
costs in 2015.
8. jyardley
4
Lot Development
With a tight supply of homes on the market, more
buyers are opting to build. Once again, in 2016
the number of residential lots sold in the Missoula Urban
area increased—this time by 24 percent (TABLE 1).
However, the median price of those lots fell slightly, to
the same as the 2014 median price (FIGURE 2).
The median price of residential lots in Missoula has
remained relatively stable in the last three years.
It should be noted that the data in this year’s report may
differ slightly from previous reports now that we are using
data from the Montana Regional MLS.
TABLE 1: The number of residential lots sales
in the Missoula urban area increased by 24
percent in 2016.
FIGURE 1: Residential lot sales reached an
all-time high in 2016.
FIGURE 2: The median price of a residential
lot has remained relatively steady since 2014.
HOUSING SUPPLY: DEVELOPMENT & OCCUPANCY
Residential Lot Sales
Missoula Urban Area
Year Lot Sales % Change Median Price % Change
2010 33 -8.3% $86,000 21.0%
2011 33 0.0% $92,000 6.5%
2012 47 29.8% $55,000 -67.3%
2013 83 43.4% $75,000 26.7%
2014 89 6.7% $85,000 11.8%
2015 133 33.1% $85,500 0.6%
2016 175 24.0% $85,000 -0.6%
TABLE 1 Source: Montana Regional MLS
0
50
100
150
200
20142013201220112010 2015 2016
Number of Residential Lots Sold
Source: Montana Regional MLSFIGURE 1
$0
$20,000
$40,000
$60,000
$80,000
$100,000
20142013201220112010 2015 2016
Median Price of
Residential Lots Sold
Source: Montana Regional MLSFIGURE 2
9. 5
Pace of Development
The City of Missoula experienced a large increase
in building permits in 2016 (FIGURE 3). The
number of single-family residential building permits
increased by 26.7 percent to a total of 223, while multi-
family permits increased by 82.8 percent. Those 534
multi-family permits included both apartments and
condominiums. Building permits at the county level had
an increase for single-family units but a decrease in
multi-family units (FIGURE 4).
In the last few years, we’ve seen infill within the city
shift away from developments and towards townhouses
and multi-family units. A large number of townhouse
exemption developments were permitted in 2015 (165),
due in part to a Montana law that allows townhouses to
be classified as units, rather than lots. But townhouse
permits declined 63.6 percent in 2016. It’s possible that
the sharp increase in multi-family permits (including
condominiums) accounted for some of that change, as
recent federal rules have made financing condominiums
easier.
After seeing very little movement in development projects
for 2014 and 2015, a number of projects were reported
in 2016, though numbers are still far below those of
2013 (TABLE 2).
FIGURE 3: Building permits increased by
68.3 percent in the City of Missoula in 2016.
FIGURE 4: County wide, building permits for
single-family construction increased in 2016
while those for multi-family and duplexes
decreased.
TABLE 2: Development projects increased at
both the city and county level in 2016.
Developments
2013 2014 2015 2016
County Subdivisions 6 1 1 1
County Residential Lots Approved 95 3 1 6
City Subdivisions 2 0 0 1
City Residential Lots Approved 4 0 0 2
Total Residential Lots 99 3 1 8
TABLE 2
Source: City of Missoula Development
Services & Missoula County Community &
Planning Services
0
100
200
300
400
500
600
700
800
20152014201320122011 2016
single family
duplex
multi family
city of missoula building permits
Source: City of Missoula Development ServicesFIGURE 3
20152014201320122011 2016
0
50
100
150
200
single family
duplex
multi family
Missoula County Building Permits
Source: Missoula County Community
and Planning Services
FIGURE 4
10. jyardley
6 MOR HOUSING REPORT 2016
Occupancy rates in Missoula
About 51 percent of housing units in the city are
occupied by renters and about 47 percent by
owners, which is similar to prior years and typical for a
university community. County-wide though, around 57
percent of units are owner occupied while approximately
41 percent are renter occupied (FIGURE 5).
FIGURE 5: About 47 percent of housing units
in the City of Missoula are owner occupied.
FIGURE 6: The number of owner-occupied
housing units increased by 3.6 percent in 2015,
while renter-occupied units increased by 2.3
percent.
HOUSING SUPPLY: DEVELOPMENT & OCCUPANCY
0% 20% 40% 60% 80%
Renter-occupied
Owner-occupied
Renter-occupied
Owner-occupied
MISSOULA COUNTY
MISSOULA CITY
Occupied Housing Units by Tenure
Source: U.S. Census Bureau, American
Community Survey, 2015 5 year data.
FIGURE 5
0
10,000
20,000
30,000
40,000
50,000
2015201420132012
OWNER
RENTER
Occupied Housing Units |
Missoula County
Source: U.S. Census Bureau, American Community SurveyFIGURE 6
12. 8 MOR HOUSING REPORT 2016
HOUSING DEMAND: POPULATION & INCOME
Age Distribution
Residents ages 20 to 24 were still the largest
age demographic in Missoula County in 2015
(FIGURE 7), according to the most recent American
Community Survey data, though that bracket did register
a slight (less than 1 percent) drop compared to 2014,
coinciding with a decline in enrollment at the University
of Montana. Meanwhile, the 35 to 39 demographic saw
a slight increase over prior years.
Keep in mind that data from the American Community
Survey is from 2015 and is a year behind some of our
other figures on home sales and rentals.
FIGURE 7: University-age students continue
to dominate the population pyramid in Missoula
County.
Population Dynamics
Missoula County registered a 1.3 percent increase
in population from 2014 to 2015, reaching a total
of 114,181 (FIGURE 8). In the decade from 2006 to
2015, the county’s population increased 9.4 percent,
creating growing pressure on housing availability. The
majority of that population growth occurred in the City of
Missoula, rather than unincorporated Missoula County.
FIGURE 8: Missoula’s population increased
by 2.8 percent from 2012 to 2015.
0% 5%5% 10%10% 15%15%
5-9
10-14
15-19
20-24
25-29
30-34
35-39
40-44
45-49
50-55
60-64
55-59
65-69
70-74
75-79
80-84
85+
under 5
MEN WOMEN
Source: U.S. Census Bureau, American Community Survey
Population Pyramid
Missoula County, 2015
FIGURE 7
0
20,000
40,000
60,000
80,000
100,000
120,000
20142015201220092006
Missoula City Unicorporated Missoula County
Population, Missoula County
Source: U.S. Census Bureau,UM Bureau of
Business and Economic Research
FIGURE 8
13. u.s.departmentofagricultureviaflickr
9
500
1,000
1,500
2,000
2014
2013
2012
2011
2010
2009
2008
2007
2006
2015
natural increase
net migration
0
components of
population change
FIGURE 9 Source: U.S. Census Bureau,UM Bureau of
Business and Economic Research
Migration
Three factors influence population change: birth,
death, and net migration. Net migration factors in
the number of individuals moving to the area, as well
as those leaving. Despite declining enrollment at the
University of Montana, net migration in Missoula County
increased for the second year in a row in 2015, though
it was still at a lower level than its pre-recession peak
in 2006 (FIGURE 9).
FIGURE 9: More people moved to Missoula
than moved away in 2015, marking the second
year of an increase in net migration.
Income Trends
The estimated median income for all households in
Missoula County in 2015 was $42,815 (FIGURE
10), down from $47,029 in 2014. It should be noted
there is a large margin of error with this data, and it
is also an aggregated figure. For a detailed picture of
median income as related to household size, refer to
the Housing Affordability Index (TABLE 8). While
Missoula’s median income was on par with household
incomes in Montana in prior years, in 2015 it fell below
Montana’s estimated $49,509. As has been the case
for several years, Missoula’s median income was also
below that of U.S. households ($55,775).
The greatest disparity, however, is between the median
income of Missoula’s homeowners ($63,089) and renters
($28,765).
FIGURE 10: The median household income
in Missoula County varies greatly between
homeowners and renters. (The blocks of color in
figure represent the range of the margin of error
in the data).
$20,000
$30,000
$40,000
$50,000
$60,000
$70,000
$80,000
All Households Homeowners Renters
Missoula County Montana United States
mediAn income | 2015
Source: U.S. Census Bureau, American Community SurveyFIGURE 10
14. muddyravine|ccflickr
10
Rental Occupancy
Missoula’s annual rental vacancy rates declined
to 2.9 percent in 2016 (FIGURE 12). While
a decline of 1.2 percent in the vacancy rate typically
wouldn’t be of concern, Missoula’s already-low rates
make a tight rental situation incredibly so. And this is
despite additional units coming onto the market as well
as the decline in enrollment at the university. However,
it’s interesting to note that the decline in the vacancy
rate did not correlate with an increase in rental prices,
as one might expect.
FIGURE 11: The vacancy rate declined in both
the third and fourth quarters of 2016, ending
the year at 2.1 percent.
FIGURE 12: Annual rental vacancy rates in
Missoula fell to 2.9 percent in 2016.
FIGURE 13: Vacancy rates for two-bedroom
multiplexes were extremely low in 2016, with a
high of 4 percent in June and an all-time low of
zero in December.
RENTAL HOUSING
0%
1%
2%
3%
4%
5%
6%
7%
8%
Quarter 4Quarter 3Quarter 2Quarter 1
2015
2014
2013
2016
rental Vacancy Rates Quarterly
Source: Western Montana Chapter of NARPMFIGURE 11
annual Vacancy Rates
0%
1%
2%
3%
4%
5%
2016201520142013
Source: Western Montana Chapter of NARPMFIGURE 12
0%
2%
4%
6%
8%
10%
12%
14%
DecNovOctSepAugJulJunMayAprMarFebJan
2015
2014
2016
FIGURE 13
Rental Vacancy Rates by Month-
Two-Bedroom Multiplexes
Source: Western Montana Chapter of NARPM
15. jyardley
11
FIGURE 14: Studios were the only type of
multiplex rental that saw an increase in vacancy
rates in 2016.
0%
1%
2%
3%
4%
5%
3 Bedroom2 Bedroom1 BedroomStudios
201620152014
Multiplex Vacancy Rate By Type
Source: Western Montana Chapter of NARPMFIGURE 14
16. 12 MOR HOUSING REPORT 2016
Rental Prices
Rental prices in Missoula leveled out in 2016
(FIGURE 15) in spite of lower-than-normal
vacancy rates. The average rent for a one-bedroom
apartment in a multiplex was $625 while average rent
for a 3-bedroom house was $1,117.
Overall, Missoula County tends to have higher rents
than the state average, but they both tend to follow
the same trends. In 2015, the average rent in Missoula
County was $769, compared to the state average of
$711 (FIGURE 16).
It should be noted that reporting practices do not account
for incentives, like move-in bonuses or other marketing
methods, that may be used to attract renters.
FIGURE 15: The average cost of rent
decreased slightly in all but two categories in
2016.
FIGURE 16: The average rent in Missoula
County is consistently higher than statewide rent.
Rental Assistance Programs
Housing choice vouchers make private-market
housing affordable for low-income families and
individuals by paying a portion of the family’s rent.
Federal funding remained sufficient in 2016 to support
all available Section 8 vouchers. The Missoula Housing
Authority (MHA) has 774 available Section 8 vouchers
that subsidize rent to private landlords for eligible
participants, helping to make private-market housing
affordable for low-income families and individuals. The
Montana Department of Commerce provides another
262 vouchers.
RENTAL HOUSING
$0 $400 $800 $1,200 $1,600
3 Bedroom
2 Bedroom
1 Bedroom
Studios
3 Bedroom
2 Bedroom
1 Bedroom
Studios
3 Bedroom
2 Bedroom
1 Bedroom
Studios
HOUSESDUPLEXESMULTIPLEXES
2015
2016
2014
average cost of rent
Source: Western Montana Chapter of NARPMFIGURE 15
$620
$640
$660
$680
$700
$720
$740
$760
$780
Missoula
Montana
201420132012201120102009 2015
change in rent
Source: U.S. Census Bureau,
American Community Survey
FIGURE 16
17. 13
The demand for this type of rental assistance remains
high. In September 2016, 1,654 households were on
the Section 8 waiting list, a 4.6 percent decrease from
2015 (TABLE 3).
MHA also provides permanent supportive housing
vouchers for disabled homeless families.While MHA had
initially been able to stretch funding to serve as many
as 135 households, that program received a substantial
cut of more than 30 percent in May 2016. In December,
part of the funding was restored, but that still leaves a
19 percent reduction in funding that will be ongoing.
Despite efforts to increase the development of affordable
housing for federally subsidized and rent-controlled units,
it still lags behind the need demonstrated by the waitlists.
MHA was fortunate to secure 48 new project-based
Section 8 subsidies in four of their projects, 40 serving
severely disabled and the other 8 open to low-income
families in a mixed-use project jointly owned by Wishrock
Group. These add to MHA’s 178 public housing units
and the other 389 long-time Section 8 projects, such
as Council Groves. New rental assistance of this sort is
nearly unheard of nowadays.
In the last ten years, 331 units of new affordable housing
have been constructed,along with preserving 178 existing
units (TABLE 4). At an average of 33 units per year,
these numbers seriously fall short of needed production.
No newly built units were added in 2016 but Homeword,
a nonprofit that develops housing people can afford, built
27 units of affordable housing, which began leasing in
early 2017. MHA is building one six-unit complex, as
well, that will lease in the spring of 2017.
A number of social service agencies, area businesses,
and the community at large reported a significant need
for services to help low-to-moderate income people
access and maintain affordable rental housing.Homeword
implemented a rental education and counseling program
in May of 2016 with curriculum that focuses on removing
barriers to accessing rental housing,understanding rights
(such as fair housing), the responsibilities of being a good
renter, and eviction prevention. In 2016, they were able
to offer three Rent Wise workshops. Participants had
an average annual income of $18,167 and an average
age of 45.
TABLE 3: The waitlist in Missoula for Section
8 Vouchers fell 4.6 percent to 1,654 in 2016.
TABLE 4: In the last ten years, 331 affordable
housing units have been built in Missoula
County.
MHA WaitLists
Waiting Lists 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016
MHA Sec 8 Voucher 953 994 1,395 1,393 1,666 1,555 1,751 1,595 1,725 1,654
TABLE 3 Source: Missoula Housing Authority
Affordable Housing Units Built in Missoula County
2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 TOTAL
63 35 37 5 34 115 0 36 6 0 331
TABLE 4 Source: Montana Department of Commerce
18. 14 MOR HOUSING REPORT 2016
HOUSING SALES & PRICES
Home Sales in 2016
Atight supply on the Missoula real estate market
helped to force the median price of a home up
another 6.8 percent to a record-setting $255,000 in
2016 (TABLE 5).
Overall, the number of Missoula home sales in 2016
remained nearly identical to that of 2015, but the
breakdown by price point shows that the sales of more
affordable homes are declining. In 2016, sales of homes
under $275,000 declined by 13 percent compared to the
previous year while those $275,001 and over increased
by 27.2 percent (TABLE 6, FIGURE 21).
A tight supply in the most affordable market ranges
often leads to buyers competing for the same property,
further driving up sales prices. In 2016, homes sold at
an average of 98.9 percent of their list price (FIGURE
18), the highest we’ve seen in the last ten years. Clearly,
for the last three years, based on the original list to final
sales price, Missoula has experienced a seller’s market.
The combination of rising prices and a shortage of homes
at lower price points may have impacted (and frustrated)
buyers, leading to a stall in overall sales. (See “Pace of
Home Sales” for more on supply).
TABLE 5: The median sales price of a
Missoula home in 2016 was $255,000, up 6.8
percent from 2015.
FIGURE 17: A total of 1,392 homes were sold
in 2016, nearly equal to 2015 numbers, as well
as the peak in 2007.
Median Price of Sales in
Missoula Urban Area
Year
Annual Number
of Sales
Median Price
% Change in
Median Price
2007 1,392 $219,500 6.2%
2008 996 $215,000 -2.1%
2009 1,033 $208,775 -2.9%
2010 903 $200,500 -4.0%
2011 878 $205,000 2.2%
2012 1,068 $209,700 2.3%
2013 1,322 $215,000 2.5%
2014 1,265 $225,000 4.7%
2015 1,390 $238,700 6.1%
2016 1,392 $255,000 6.8%
TABLE 5 Source: Montana Regional MLS
0
500
1,000
1,500
2014
2013
2012
2011
2010
2009
2008
2007
2015
2016
number of homes sold in the
missoula urban area
Source: Montana Regional MLSFIGURE 17
19. dmacch|ccflickr
15
FIGURE 18: In 2016, homes sold at an average
of 98.9 percent of their list price.
FIGURE 19: Quarterly sales remained
consistent throughout 2016.
FIGURE 20: Since 2011, the median sales
price of Missoula homes has steadily increased.
91%
92%
93%
94%
95%
96%
97%
98%
99%
100%
2014
2013
2012
2011
2010
2009
2008
2007
2015
2016
original list to final sales price
Source: Montana Regional MLSFIGURE 18
0
100
200
300
400
500
Quarter 4Quarter 3Quarter 2Quarter 1
2016
2015
2014
2013
Missoula Number of Sales
by Quarter
Source: Montana Regional MLSFIGURE 19
$50,000
$0
$100,000
$150,000
$200,000
$250,000
$300,000
2014
2013
2012
2011
2010
2009
2008
2007
2015
2016
median sales price of homes sold
in the Missoula urban area
Source: Montana Regional MLSFIGURE 20
20. jyardley
16 MOR HOUSING REPORT 2016
HOUSING SALES & PRICES
Number of Sales According to Price Point
PRICE RANGE 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016
$0-$150,000 170 121 126 131 174 188 196 156 145 110
$150,001-$200,000 405 301 358 323 251 295 387 317 276 232
$200,001-$275,000 429 297 327 247 258 304 406 414 513 470
$275,001-$350,000 199 166 125 120 112 160 186 196 244 300
$350,001-$425,000 87 47 48 42 49 57 79 89 104 148
$425,001 + 102 64 49 40 33 64 68 93 108 132
TOTAL 1,392 996 1,033 903 877 1,068 1,322 1,265 1,390 1,392
TABLE 6 Source: Montana Regional MLS
TABLE 6: In 2016,
sales in the $200,001
to $275,000 price point
declined by 8.4 percent
while those in the
$275,001 to $350,000
range increased by 23
percent.
FIGURE 21: Sales in
the lowest three price
points all declined in
2016, while the number
of sales above $275,001
all increased.
0
100
200
300
400
500
600
$0-$150,000
$425,001 +
$150-$200,000
$200-$275,000
$275-$350,000
$350-$425,000
201520142013201220112010200920082007 2016
Number of Sales
Price Range Breakout Missoula
Source: Montana Regional MLSFIGURE 21
21. 17
FIGURE 22: The bulk of Missoula homes
sold in 2016 were priced from $200,000 to
$275,000.
FIGURE 23: In 2014 and 2015, the increase
in median sales price in Missoula was nearly
equal to the national average. However, in 2016,
Missoula’s increase outpaced that of the U.S.
for the first time since the recession.
$0-$150,000
$425,001 +
$150-$200,000$200-$275,000
$275-$350,000 $350-$425,000
sales price distributionof homes
sold in missoula urban area
Source: Montana Regional MLSFIGURE 22
-30%
-25%
-20%
-15%
-10%
-5%
0%
5%
10%
15%
2016201520142013201220112010200920082007
Missoula % Change
National % Change
Percent Change in
Median Sales Price
Source: Montana Regional MLS,
National Association of REALTORS
FIGURE 23
22. 18 MOR HOUSING REPORT 2016
Condominiums & Townhouses
Sales of condominiums and townhouses increased
by 33.9 percent in 2016 (FIGURE 24). Most
of that surge came from units priced over $200,000,
which experienced a growth of 110 percent over the
prior year. Condos and townhouses are increasing in
popularity among buyers partly due to their costs often
being lower than a starter house. As well, the market
is providing a new supply of such units, with 40 newly
constructed condos being sold in 2016, at the median
price of $207,900.
FIGURE 24: Missoula experienced a 33.9
percent increase in sales of condominiums and
townhouses in 2016.
New Construction Sales
New construction sales came very close to 2007
housing boom levels in 2016, increasing by
96.7 percent for a total of 120 (FIGURE 25). The
median price of a newly constructed single-family
home was $310,688. The median price of a newly
constructed townhouse was $235,000 while that of a
newly constructed condominium was $207,900. These
numbers are based on MLS data and do not include
unreported private builder sales.
FIGURE 25: Sales of new construction nearly
doubled in size in 2016.
HOUSING SALES & PRICES
0
20
40
60
80
100
140
120
2015 201620142013201220112010200920082007
new construction sales
Source: Montana Regional MLSFIGURE 25
0
50
100
150
200
250
300
2015 201620142013201220112010200920082007
$200,000+
$150-200,000
$100-150,000
$0-100,000
Condominium & Townhouse
Sales in Missoula Urban Area
Source: Montana Regional MLSFIGURE 24
23. 19
Sales Trends in Neighborhoods
While the number of homes sales throughout
Missoula was flat in 2016, trends among
neighborhoods varied widely.
East Missoula/Clinton, Lolo, Central Missoula, Miller
Creek, Grant Creek, South Hills, and the University/Slant
area all experienced marked declines in the number
of sales. Meanwhile, increased sales occurred in the
neighborhoods of Mullan Road/Expressway,Target Range,
Lewis & Clark, Downtown/Northside, and the Rattlesnake
(FIGURE 26).
Median prices increased in nearly every neighborhood,
with the exception of East Missoula/Clinton and Grant
Creek (FIGURE 27).
FIGURE 26: Five of Missoula’s neighborhoods
experienced an increase in home sales in 2016
while the other seven experienced a decline.
FIGURE 27: In 2015, the median sales
price increased in all but one Missoula
neighborhood; in 2016 it increased in all but
two neighborhoods.
0 50 100 150 200 250 300
E.Missoula/Clinton
Lolo
Grant Creek
Mullan Rd./Expressway
Target Range
Miller Creek
Central Missoula
Lewis & Clark
South Hills
U-Area/Slant
Downtown/Northside
Rattlesnake
Home Sales by Neighborhood
Source: Montana Regional MLSFIGURE 26
2014
2015
2016
E.Missoula/Clinton
Lolo
Grant Creek
Mullan Rd./Expressway
Target Range
Miller Creek
Central Missoula
Lewis & Clark
South Hills
U-Area/Slant
Downtown/Northside
Rattlesnake
$0
$50K
$100K
$150K
$200K
$250K
$300K
$350K
$400K
2016
2014
2015
median sales price by
neighborhood
Source: Montana Regional MLSFIGURE 27
24. 20 MOR HOUSING REPORT 2016
HOUSING SALES & PRICES
Comparative Trends in Home Prices
The Housing Price Index (HPI) helps us measure
appreciation by looking at changes in single-
family home prices. The Federal Housing Finance
Agency obtains the data by reviewing repeat mortgage
transactions on properties purchased or securitized by
Fannie Mae and Freddie Mac. When a home is sold, the
price is compared to previous sale prices for the same
home; the same goes for refinancing. An index value of
100 equals the value in January 1995.
Repeat sale prices in Missoula in 2016 were higher than
other state and national markets, as has been the trend
for several years. For the third quarter of 2016, Missoula
had an HPI of 246.4 (FIGURE 28).
FIGURE 28: The Housing Price Index
for Missoula homes continued to increase
throughout 2016, showing strong appreciation
of single-family homes.
Pace of Home Sales
The absorption rate is one of the best ways to
measure the pace of home sales, as it takes into
account both the days a house is on the market and
the number of available homes for sale. It is calculated
by dividing the total number of available homes on the
market by the number of homes sold in the prior month.
The resulting absorption rate indicates how many
months worth of inventory are listed for sale.
For example, if an area had 20 listings and five sales
in the last 30 days, the absorption rate would be four,
meaning that,based on the market’s prior activity,it would
take four months to sell the supply of current inventory.
As a general rule, the absorption rate defines various
market conditions:
ÆÆ Under three months is an under-supply.
ÆÆ Three to nine months is a normal market.
ÆÆ Nine to 12 months is an over-supply.
ÆÆ More than 12 months is an overloaded
market.
100
120
140
160
180
200
220
240
260
2016201520142013201220112010200920082007
Index = 100 in January 1995
Montana
Mountain States
U.S.
Billings
Missoula
Great Falls
Montana Non-metro
Housing Price Index,
1st
QTR 2007 - 3rd
QTR 2016
Source: Federal Housing Finance AgencyFIGURE 28
2016201520142013
FIGURE 29
0
2
4
6
8
10
12
Q4Q3Q2Q1Q4Q3Q2Q1Q4Q3Q2Q1Q4Q3Q2Q1
Normal Supply
Source: Montana Regional MLS
Total Market Absorption Rates
25. 21
Missoula’s overall market officially entered an under-
supply in the second quarter of 2016 (FIGURE 29).
However, several neighborhoods and price points have a
longer recent history of being in under-supply, and 2016
saw those supplies continue to decline.
The absorption rates for homes between $150,000
and $275,000 have been under three since the second
quarter of 2015 (FIGURE 31). Homes in the $275,000
to $425,000 ranges dipped below three for the first time
in 2016.Those over $425,000 were still at a slight over-
supply in 2016 but their absorption rate has improved
in recent years (FIGURE 31).
The higher-priced neighborhoods of Grant Creek, Miller
Creek, Target Range/Big Flat, and the University/Slant
area had a normal supply in 2016. Neighborhoods with
much-desired lower median prices exhibited an under-
supply. Meanwhile, the broad appeal of the Rattlesnake
and Lewis & Clark neighborhoods continued to create
a low-supply and higher median price (FIGURE 32).
FIGURE 29: Total market absorption
rates remained in the lower-range of normal
throughout 2016.
FIGURE 30: Absorption rates for all price
points under $425,000 in Missoula fell below
normal towards the end of 2016, indicating
an under-supply for all but the most expensive
price point.
FIGURE 31: In 2016, the supplies of most
price points continued to decline.
FIGURE 32: Based on absorption rates,
the higher-priced neighborhoods of Grant
Creek, Miller Creek, Target Range/Big Flat,
and the University/Slant area were the only
neighborhoods to have a normal, healthy supply
of homes at the end of 2016.
0
3
6
9
12
18
15
Q4Q3Q2Q1
Normal Supply
$425k+
$350k-$425k
$275k-$350k
$200k-$275k
$150k-$200k
0-$150k
Source: Montana Regional MLS
2016 supply by quarter, missoula
FIGURE 30
0
20
25
30
35
40
45
5
10
15
$425k+$350k-$425k$275k-$350k
$200k-$275k$150k-$200k0-$150k
201520142013 2016
Normal Supply
Source: Montana Regional MLSFIGURE 31
absorption rates by price point
0 3 6 9
Downtown / N. side
Grant Creek
Rattlesnake
Target Range / Big Flat
East Missoula
Mullan / Expressway
L&C / Farviews
Miller Creek
Lolo
Central Missoula
U-Area / Slant
South Hills
Normal Supply
Year-End supply by neighborhood
Source: Montana Regional MLSFIGURE 32
26. 22 MOR HOUSING REPORT 2016
Mortgage Loans
Home mortgage interest rates remained very
affordable throughout 2016. Interest rates initially
dropped below 2015 levels and then began to climb
upward by mid-November 2016, resulting in a year-end
interest rate of 4.5 percent (FIGURE 33).
The low interest rate for 30-year conventional loans
bottomed out at 3.5 percent, making borrowing even
more affordable for prospective homebuyers. Mortgage
rates were kept low by the Federal Reserve’s hold on the
prime lending rate,as well as long-term mortgage-backed
securities, which are influenced by the stock market.
By the second week of November 2016 mortgage rates
began to rise.
Prospective homebuyers wanting to take advantage of
low mortgage rates found a shortage of desirable and/
or new housing. Most homebuyers were interested in
long-term homes or investments, rather than a quick
profit turnaround.
FIGURE 33: Mortgage interest rates began
to rise at the end of 2016 and finished at 4.5
percent.
Impacts of Mortgage Insurance
Private mortgage insurance (PMI) is a policy, paid
for by the homeowner, that protects the lender in
the event that the homeowner defaults on payments.
While not all loans require PMI, it is required on
conventional loans when the first mortgage is greater
than 80 percent of the property value. Federal Housing
Administration (FHA) and Rural Development loans also
require mortgage insurance.
Thus, low down payments generally translate to the
additional cost of PMI for homeowners.However,mortgage
insurance continued to tax deductible in 2016 as long as
household adjusted gross income was under $100,000.
At that threshold, the deduction begins to phase out.
It’s unclear if that deduction will be available in 2017.
Down Payments
There continue to be down payment assistance
programs for those who make 80% or less of the
area median income and additional financing programs
available through Neighbor Works of Great Falls and the
Federal Home Loan Bank. These programs require that
all applicants for down payment assistance programs
complete a certified First-Time Homebuyer class and
show that they have the ability to save some of their own
down payment funds. Additionally, qualified applicants
can use the Human Resource Council’s down-payment
assistance program for their gap financing.
In 2016, eligible Montana home buyers had a new
program available to help with down payments. The
Montana & Idaho Community Development Corporation’s
HomeNow Down Payment Gift Program,available through
participating lenders, funds up to 100 percent of a
borrower’s cash requirements to close.The gift does not
need to be repaid and can be used for down payment,
closing costs and related mortgage loan expenses.
However, buyers who use this program will also pay
higher interest rates.
MORTGAGE FINANCE
0%
1%
2%
3%
4%
5%
6%
7%
8%
2015 201620142013201220112010200920082007
6.00%
5.38%
5.50%
4.75%
3.75%
3.25%
4.75%
4.13%
4.19%
4.50%
year-end interest rates
Source: First Interstate BankFIGURE 33
27. jyardley
23
Foreclosure
Home mortgage delinquencies and
foreclosures dropped to a 10-year low,
with just 44 properties reaching foreclosure
(TABLE 7 & FIGURE 34). The low number
of foreclosures may be due in part to homebuyer
education programs, financial fitness classes,
foreclosure prevention, and more conservative
underwriting standards.
TABLE 7: Missoula registered the lowest
number of net foreclosures in the last
decade in 2016, with just 44.
FIGURE 34: Following the hard-hit
years of the recession, foreclosures have
steadily declined in Missoula.
foreclosures
Year Notice of Sale Cancellation of Sale Net Foreclosures
2007 247 139 108
2008 313 186 127
2009 565 303 262
2010 719 486 233
2011 493 351 142
2012 431 280 151
2013 270 162 108
2014 206 144 62
2015 248 196 52
2016 137 93 44
TABLE 7 Source: Stewart Title, Missoula, MT
0%
50%
100%
150%
200%
250%
300%
2014 20152013201220112010200920082007 2016
108
127
262
233
142
151
108
62
52
44
bank foreclosures,
missoula county
Source: First Interstate BankFIGURE 34
28. 24 MOR HOUSING REPORT 2016
MORTGAGE FINANCE
Home Ownership Programs
Homeword is a statewide nonprofit that develops
housing people can afford, is a HUD-approved Housing
Counseling Agency, and has one of only three Regional
HomeOwnership Centers® in the state of Montana. Since
Homeword’s HomeOwnership Center opened in 1997,
more than 12,000 people have been served. Homeword
provides a full-continuum of services including financial
literacy education and counseling, rental education
and counseling, homebuyer education and housing
counseling, foreclosure prevention counseling, and post-
purchase education and counseling. Overall, Homeword
predominantly serves people earning low-to-moderate
incomes. As a nonprofit, all services are provided at no
cost with the exception of the homebuyer education
class, which is $25 per person (or $40 per household).
2016 HOMEWORD PROGRAM FACTS
ÆÆ 943 people accessed Homeword’s
HomeOwnership Programs in Missoula.
ÆÆ 495 people accessed homebuyer education
classes and workshops.
ÆÆ 222 people accessed free pre-purchase
housing counseling.
ÆÆ 71 percent of Homeword clients earned
less than 80 percent of the area median
income (AMI).
ÆÆ $40,000 was the mean income of program
participants.
ÆÆ Of those receiving homebuyer education
and/or housing counseling, 65 percent
were women and 35 percent were men.
ÆÆ 71 percent of the work in the
HomeOwnership Center was homebuyer
education and counseling.
ÆÆ 72 percent of Homebuyer Education class
participants self-reported they were
just interested in learning more about
homeownership; 24 percent were currently
shopping and 4 percent were in the
process of closing on a house.
jyardley
29. wfryerviaflickr
25
A 2016 study by NeighborWorks America found that
approximately 67 percent of adults said they strongly
or somewhat agreed “that the home buying process is
complicated.”A 2013 study by NeighborWorks America
found that homebuyer education and pre-purchase
housing counseling are key to successful homeownership.
In fact, homeowners who receive pre-purchase housing
counseling and education are about one-third less
likely to become seriously delinquent on their mortgage
payments within the first two years of owning their home
as compared to those who don’t receive such services.
Most housing counseling clients plan to use a conventional
loan through Fannie Mae (having good credit and 5 percent
down) or a federally insured loan (Rural Development,FHA
or VA) with Montana Board of Housing (MBOH) through
an approved MBOH lender of their choice.
Foreclosure Counseling. Homeword serves as a
clearinghouse of information about foreclosure. A
Certified Housing Counselor is available by phone to
answer questions the public may have about foreclosure.
Thirty-two people received foreclosure counseling via
phone in 2016. And 11 households received in-depth
foreclosure counseling in Missoula in 2016 (down from
15 in 2015, 24 in 2014, and 45 households in 2013). Of
those households,three received a mortgage modification,
two sold their property and one brought their mortgage
current in 2016.
A 2014 study of the National Foreclosure Mitigation
Counseling (NFMC) program found that participants were
nearly three times more likely than nonparticipants to
get a loan modification. In addition, among borrowers
who received a modification, NFMC participants were
70 percent less likely to redefault.
Financial Education & Counseling. Homeword also
provides financial education and counseling in Montana.
In 2016:
ÆÆ 164 people accessed financial education
and/or financial coaching.
ÆÆ Of those receiving financial education/
coaching, 78 percent were women; 22
percent were men.
ÆÆ 76 percent earned less than $33,250
annually (80 percent AMI).
30. 26 MOR HOUSING REPORT 2016
HOUSING AFFORDABILITY
The Housing Affordability Index
The Housing Affordability Index (HAI) measures
the ability of a family earning a median income
to purchase a median-priced home. An index value
of 100 means that a household with a median
income has exactly enough income to spend 25
percent of their income on a mortgage for a median-
priced home. A value higher than 100 indicates that
family has more than enough income to qualify for a
mortgage on a median-priced home. The national HAI
calculation assumes a 20-percent down payment, and
it also assumes that no more than 25 percent of the
household’s monthly income goes toward the mortgage
payment (principle and interest). For the purpose of this
report, the numbers also show how a lower 4-percent
down payment, plus the necessary mortgage insurance,
affects the overall affordability (TABLE 8).
The HAI declined in Missoula again in 2016, reaching
a ten-year low, due to a significant increase in median
home price coupled with a slight decline in median family
income (FIGURE 35).
When assuming a 4-percent down payment and mortgage
insurance, the HAI ranged from 48 to 69 in 2016,
indicating that a family with a median income would
have a difficult, if not impossible, time qualifying for a
mortgage on a median-priced home (TABLE 8).While
a down payment of 20 percent significantly increases
the HAI, 2016 was unique in that it was the first time
all HAI levels fell below 100. Based on the HAI, homes
in Missoula in 2016 were slightly less affordable than
those during the housing boom in 2007.
The median incomes used to calculate the HAI are broken
out by household size, which means they are different
than the aggregated median income reported in Figure 10.
At the bottom of Table 8, you can see the effect a down
payment has on affordability.If a family tried to purchase a
median-priced home in Missoula in 2016 with a 4-percent
down payment, they would have needed a median family
income of $89,916. However, if that same family had a
larger 20-percent down payment (and thus no mortgage
insurance and likely a lower interest rate),they only would
need a median income of $62,892. The reality is that
few people have 20% down unless they are bringing
proceeds from a previous real estate sale to the table.
Note: In last year’s report for the HAI, there was a
discrepancy in how the monthly payment on loans
was calculated for 2014 and 2015. Thus, housing was
slightly less affordable in terms of the income needed
to purchase a median priced home for 2014 and 2015
than was indicated in last year’s report.
FIGURE 35: The Housing Affordability Index
(HAI) reached a ten-year low in Missoula in
2016.
40
20
0
60
80
100
120
2015 201620142013201220112010200920082007
Four Person
Three Person
Two Person
One Person
housing affordablilty index
Source: Montana Regional MLSFIGURE 35
31. 27
TABLE 8: The median family income needed
to purchase a median-priced home in 2016
with 4 percent down was $89,916—well above
the actual median income in Missoula.
mmccormick
Missoula housing affordablity index | 2014-2016
2014 2015 2016 YEAR 2014 2015 2016
$225,000 $238,700 $255,000 Median Home Price (MOR) $225,000 $238,700 $255,000
4% 4% 4% Downpayment 20% 20% 20%
4.13% 4.19% 4.5% Interest Rate 4.13% 4.19% 4.5%
$315 $334 $357 Mortgage Insurance 0 0 $0
MEDIAN FAMILY INCOME
$45,400 $43,560 $43,200 1 person $45,400 $43,560 $43,200
$51,900 $49,800 $49,300 2 person $51,900 $49,800 $49,300
$58,400 $56,040 $55,500 3 person $58,400 $56,040 $55,500
$64,800 $62,220 $61,600 4 person $64,800 $61,200 $61,600
HOUSING AFFORDABILITY INDEX*
59 53 48 1 person 85 76 69
67 61 55 2 person 97 87 78
76 68 62 3 person 109 98 88
84 76 69 4 person 121 107 98
MEDIAN FAMILY INCOME NEEDED TO PURCHASE MEDIAN PRICED HOME
$77,076 $82,165 $89,916 Income $53,604 $57,196 $62,892
TABLE 8 Source: Montana Regional MLS, HUD
KEY: *Includes taxes and homeowners insurance on a 30 year fixed loan
32. jyardley
28
HOUSING AFFORDABILITY
Share of Income Spent on Housing
It is generally accepted that no more than 30 percent
(and, even safer, 25 percent) of a household’s gross
monthly income should be spent on housing. Households
that must spend a large portion of income on housing
have a difficult time meeting other obligations and are
considered “cost burdened.”
Historically, a worrisome proportion of Missoula residents
spend 30 percent or more of their income on housing.
In 2015, approximately 47 percent of Missoula renters
spent more than 30 percent of their income on housing,
which is lower than 2012’s 52 percent, but there is also
a large margin of error for this data. Comparatively,
approximately 30 percent of Missoula homeowners
spent more than 30 percent of their income on housing
costs (FIGURE 36).
FIGURE 36: Approximately 47 percent of
Missoula renters spent more than 30 percent
of their income on housing in 2015. (The
colored blocks represent the range in the
margin for error).
60% 70% 80%50%40%30%20%10%0%
2015
2012
Renter
Homeowners
2015
2012
Percent of Households
Source: U.S. Census Bureau,
American Community Survey
FIGURE 36
missoula county households that
spend 30% or more on housing
33. 29
Unemployment
The unemployment rate is the percentage of the
total labor force that is unemployed but still able
to work and actively seeking employment. Missoula’s
unemployment rate fell for the fifth year in a row in
2015, reaching 3.9 percent, its lowest level since 2007
(FIGURE 37). According to the U.S. Department of
Labor, the national unemployment rate was 5 percent
in December 2015.
FIGURE 37: Unemployment in Missoula
reached 3.9 percent in 2015.
Poverty
To determine who is in poverty, the U.S. Census
Bureau sets an income threshold under which an
individual or family is deemed to be living in poverty.This
threshold varies based on family size, living situation,
and age. In 2015, 16 percent of Missoula County was
considered be to living in poverty (FIGURE 38).
FIGURE 38: About 16 percent of Missoula
County was considered be to living in poverty
in 2015.
Source: Montana Department of Labor and Industry
0%
1%
2%
3%
4%
5%
6%
7%
8%
2013
2014
2015
2012
2011
2010
2009
2008
FIGURE 37
unemployment rate -
missoula county
0%
5%
15%
20%
25%
10%
2013 2014 2015201220112010
poverty level - missoula county
FIGURE 38 Source: U.S.Census Bureau, American Community Survey
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30 MOR HOUSING REPORT 2016
HOUSING AFFORDABILITY
Homelessness
Each year, Missoula participates in the Montana
Point-in-Time (PIT) Survey and the Housing
Inventory Survey, a nationally coordinated and
simultaneous effort to identify the number of persons
experiencing homelessness and the number of beds that
are dedicated to persons experiencing homelessness on
a single night during the last week in January.We collect
data on individuals and families living in emergency
shelter situations, transitional housing, vehicles, tents,
and other places not meant for human habitation.
Our 2016 Point-in-Time data found that 395 individuals
and families were experiencing homelessness in Missoula:
ÆÆ 38 percent were experiencing
homelessness for the first time.
ÆÆ 67 percent were homeless for less than
one year.
ÆÆ 32 percent were homeless families/
households, which included a total of 78
children, most under the age of 12.
ÆÆ 15 percent were considered “chronically”
homeless, which is defined by HUD
as someone who has experienced
homelessness for a year or longer, or who
has experienced at least four episodes of
homelessness in the last three years (must
be a cumulative of 12 months), and has a
disability. A family with an adult member
who meets this description would also be
considered chronically homeless.
Access to affordable, permanent, fair and equal housing
opportunities continues to remain a chief concern for
Missoulians experiencing homelessness and for those
individuals and families at risk of homelessness (i.e.
impending release from a state institution, eviction, living
in a “doubled-up” situation). Reaching Home, Missoula’s
10-Year Plan to End Homelessness, is working with
the Missoula’s new Office of Housing and Community
Development and supporting their efforts for developing
affordable housing.Of note,10-year plans are considered
“living documents” and thus Reaching Home will be
updated in the coming year in order to align with national
efforts and best practices (i.e. the federal strategic plan
to prevent and end homelessness,called Opening Doors).
The blueprint exists for ending veteran homelessness,
as several communities in the U.S. have met the federal
criteria of “functional zero,” which means the number
of individuals experiencing homelessness is no greater
than the average monthly housing placement rate.
These communities have implemented a By-Name-List
(BNL), a real-time, up-to-date list of people experiencing
homelessness at any given time, not just one point in
time. With the robust data points collected through the
BNL, we can then identify the number of people entering
our homeless system and permanent housing placement
rates. Missoula is also in the process of re-designing our
coordinated entry system, in which we will continue to
increase our efforts of diverting and preventing families
and individuals from entering the homeless system,
prioritize housing resources for the most vulnerable
families and individuals based on a common assessment
tool, and streamline services and resources to avoid
duplication and to increase cost-effective interventions.
Missoula continues to see a decrease in the number
of people experiencing homelessness as evidenced
by the annual PIT count (FIGURE 39). Our current
housing and homeless service providers are meeting the
demand to the best of their abilities; however, gaps in the
continuum of care still exist. Community-wide efforts are
in progress to address the complexity of homelessness
and strive to “ensure that homelessness is prevented
whenever possible and when it cannot be prevented, is
rare, brief, and non-recurring” (Opening Doors).
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31
FIGURE 39: During a single point-in-time
survey, 395 individuals and families were
experiencing homelessness in Missoula in
January 2016, which was lower than the five
previous years.
Homeless Children
The number of homeless and at-risk children in the
Missoula County Public Schools (MCPS) increased
by 45.9 percent, to 601, during the 2015-2016 school
year (FIGURE 40). Part of that increase may be due
to improved tracking methods by MCPS, but it could
also represent a growing trend in unstable housing for
many Missoula families due to low vacancy rates and
Missoula’s high demand for housing assistance. These
numbers represent unstably housed children identified
throughout the school year. Unstable housing varies,
from periods of brief, literal homelessness to a pattern
of frequent moves and other situations. This is one of
the better ways to identify the size of this at-risk group,
as families with children in school and no permanent
housing often do everything they can to avoid living on
the street or in shelters.
FIGURE 40: According to data collected by
Missoula County Public Schools, 601 children
were homeless or at risk of being homeless,
during the 2015-16 school year.
200
100
0
300
400
500
600
20152014201320122011 20162016
total homeless individuals
on a single night in January
FIGURE 39 Source: Montana Continuum of Care
0
200
400
600
800
2014-15 2015-162013-142012-132011-122010-11
573
789
438
354
412
601
number of homeless & at risk
Children
FIGURE 40 Source: Missoula County Public Schools
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Housing Department
Local housing policy underwent a significant change
in 2016 with the formation of the City Office of
Housing and Community Development.
In order to create and implement effective housing
policy and programs for our community, Mayor John
Engen established the Office of Housing and Community
Development in July 2016.The office is working to create
and implement housing policy that will put Missoula on
the right track to meet its present and growing housing
demand for all income levels and specialized needs.
The Office of Housing and Community Development
will focus on a collective-action approach, fostering
public-private partnerships to meet our community’s
shared objectives.
To this end, the Office of Housing and Community
Development will leverage federal funding from
Department of Housing and Urban Development,including
resources from the Community Development Block Grant
and the HOME Investment Partnerships Program.
In addition to housing, the office will focus on
redevelopment and economic development through the
administration of the Environmental Protection Agency’s
Brownfields funds.Brownfields funds can be used to clean
up and redevelop sites where hazardous contaminants
have been identified.The program aims to reduce blight,
increase developable land, and protect human health.
While focusing on policy and strategic use of federal funds,
the Office of Housing and Community Development also
supports organizations and specific efforts that improve
the health, well-being, and diversity of our community.
These include providing oversight of Reaching Home:
Missoula’s 10-Year Plan to End Homelessness and the
At-Risk Housing Coalition (ARHC) and directly facilitating
theAnnual Community NeedsAssessment and an analysis
of the impediments to fair housing.
The committee looks forward to seeing what this new city
department will contribute to housing in the coming years.
HOUSING AFFORDABILITY
37. 33
The median sales price of a Missoula home reached
a record high of $255,000 in 2016. With low
interest rates, a higher demand for housing, and low
unemployment rates, the outlook for Missoula is strong in
many respects. However, at the same time, for residents
of Missoula, housing is becoming less affordable, the
real estate market has an incredibly tight supply, and
renters are also faced with a low vacancy rate and rents
that are often not proportionate to their income.
The stresses on the Missoula housing situation include a
growing population, which reached 114,181 this year, a
9.4 increase since 2006. In addition, incomes in Missoula
have not increased at the same rate as rent or home prices,
causing housing affordability to decline.
The central issue in this year’s report reveals a tight supply
of housing, both for sale and for rent, which has created
challenges. In response to a tight supply of real estate and
higher prices, 2016 saw significant increases in home
buyers either opting to build (the median price of a lot did
not increase) or purchase more affordable condominiums
or townhomes (which had median prices of $207,900 and
$235,000, respectively). In addition, despite the work of
organizations that offer services for low income renters,the
demand for their services still far outweighs the number
of vouchers or affordable housing units they can provide.
With the addition of the new City Office of Housing and
Community Development in 2016, we hope to see a
positive impact on housing and many of the issues this
report presents. In addition, the Missoula Organization
of REALTORS® has partnered with the City of Missoula,
Missoula County,Missoula Economic Partnership,Missoula
Area Chamber of Commerce, Missoula Building Industry
Association, and a number of private sector organizations
on a study to identify barriers and solutions to developing
greater amounts of attainably priced housing. We believe
this study,which should be released in the summer of 2017,
will help the community address the affordability of housing.
As Missoula grows and attempts to adapt to its growth,we
face both opportunities and challenges.While affordability
and supply emerged as key issues in this year’s report,it is
clear that this community is dedicated to finding solutions
to address homelessness, affordability, and quality of life.
CONCLUSION & OUTLOOK