Real estate and machine learning

Since we know machine learning is driving innovation across every industry, real estate included, I took the time to summarize my experience as an attendee of ICNY by highlighting key findings in this blog post. These insights are based on my personal interpretation of the sessions, booth visits, and conversations with industry players (real estate agents, proptech workers, investors, and other conference participants). It’s no longer news that the real estate industry experienced a major revolution over the last few years with the involvement of iBuyers. In short, iBuyers digitize as many housing transactions as possible. Players like Zillow, Opendoor and Redfin offer buyers, sellers, and renters the option to find an agent or search, distribute, finance, and even close a transaction online.

Spotlight

Stark Enterprises

Stark Enterprises, headquartered in Cleveland Ohio, is a multi-disciplinary team of visionary real estate professionals. We balance revolutionary idealism, new urbanism principles and sustainability practices with economic viability to deliver remarkable, next generation mixed use properties. We call this result the Community Core – real, livable, walkable, human scale places that put community before commerce.

OTHER ARTICLES
Real Estate Technology, Asset Management

Utilizing your IRA to Buy and Sell Real Estate

Article | June 15, 2023

Self-directed IRAs are the less offered and lesser known of the IRA options. That’s simply because they’re seen as needing too much effort to utilize correctly. The truth is that self-directed IRAs aren’t as complicated as they’re made out to be. Especially if you have the right custodian who offers the services you need to successfully run your account. Similar to other IRA accounts, owners can still invest in stocks, bonds, and mutual funds. They can also invest in things like small businesses, boat slips, storage units, parking lots, land, and homes. Interested investors should seek legal advice, as well as input from an accountant and real estate agent for a well-rounded picture. They should also be familiar with the rules for the type of retirement account they’re using. Whether it is a Simple IRA, Roth or Traditional IRA, SEP IRA or Solo 401K, contribution limits still apply, and there are penalties for early withdrawals.

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Real Estate Technology

COMMERCIAL REAL ESTATE INVESTING GUIDELINES

Article | July 25, 2022

Real estate is always an attractive avenue for keen investors. The prospects of property appreciation and their potential returns keep luring people every now and then.Investment in residential property in India is always on the boom. However, the commercial real estate investing trend is also witnessing a rise. This is because commercial properties for medical care centres, hotels and shopping malls present bright investment opportunities. They provide huge returns on investment in short time. This is because of the high profits involved.

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Real Estate Technology

4 Facts to Help First-Time Homebuyers Overcome Common Fears

Article | July 12, 2022

For first-time homebuyers, making the transition from renter to homeowner can be exciting, overwhelming, and scary all at once. Yet as Gary Keller and Jay Papasan write in the second edition of Your First Home, “Those who live the most fulfilling lives base their decisions on facts, not fears.” Below, we’ve outlined four powerful facts from Your First Home to help move anxious homeowners toward the fulfillment and abundance Keller and Papasan nod to. Delivered with empathy, care, and your expertise – these facts can help ease fears and move clients closer to experiencing all the bounties homeownership brings. Fear 1: “I can’t afford to buy a home now.” Fact: Until you do the math, you don’t know what you can or can’t afford. If you are currently paying rent, generally you can afford to buy. From a financial point of view, in the United States, the tax savings on mortgage interest alone usually make up most of the difference between your rent and mortgage payments – the tax write-offs you get at the end of year will generally help you save a lot of money. Additionally, depending on your credit score, you can end up affording more than you realize. Note: The credit scores used for mortgage lending tend to take on a much larger picture of your overall credit score. Finally, although there may be a higher initial cost to buying a house, if you’re planning on staying in one place for a few years, the equity you build can end up being a financial boon. Fear 2: “I should wait until the real estate market gets better.” Fact: There is never a wrong time to buy the right home. Whether “right” means the right price or the right property for you, waiting for the perfect market timing seldom works to your advantage. If you don’t believe us, look back to the Great Recession when the bubble around the housing market burst, GDP declined 4.5% and unemployment rose to around 9.5%. Everyone still feels the impact of this incredible financial event. But, like those who endured the Great Depression, the people who lived through the Great Recession made it through, and benefited from an era of financial growth. In fact immediately following the Great Recession, the United States entered the longest period of rising prices and general prosperity since World War II. The fact of the matter is, even the biggest economic downturns are, well, normal. Even when there were some events that threatened to dampen the economy, like the COVID-19 pandemic, the housing market still continued to thrive. In the end, there are two ways to make money in real estate: timing and time. That is you happen upon the right moment to purchase your home before the price appreciates, or you hold it for a long enough time so that appreciation makes your purchase investment right. If you miss the first, you can most certainly count on the second. Fear 3: “I don’t have the money for a down payment.” Fact: There are a variety of down-payment options available to you. While many people believe that making a home purchase requires a substantial down payment, as as much as 20%,, this is seldom true. Options are always available to you that require much less than this number, as low as 5%, some even less. Moreover, most states have down-payment assistance programs that can help you afford to buy. House-hacking can also be a great way to make homeownership a more affordable option. House-hacking is when you purchase a piece of real estate and lease out one of the bedrooms or units. This rental income can then be applied toward your mortgage. Or, you can participate in home rental programs like Vrbo or Airbnb. While it may not be ideal all of the time, you could always make your month’s mortgage payment by renting your place while you’re on vacation. Fear 4: “I can’t buy a home because my credit score isn’t good.” Fact: A less-than-perfect credit score won’t necessarily prevent you from buying a home. Although it’s valuable to have a good credit score, a poor one shouldn’t necessarily prevent you from talking to lenders to explore your options. You can expect that a good loan officer (or mortgage specialist) will be able to help you resolve your credit challenges, often simply by showing you how to move or consolidate your debts, or by referring you to a credit counselor who will put you on a plan. If you’re facing the challenge of having no credit history because you are new to the workforce or have not made regular purchases on credit, there are still possible solutions that you may want to explore. One is to secure financing with the help of a cosigner, such as parents or a close relative, who is willing to stand by your ability to make the payments. Another can be finding a lender who is willing to use alternative forms of history such as student loans, rent, and utilities. Looking For More Homeownership Resources? Head over to the Your First Home webpage for freebies, including information on how to build out your real estate dream team and for your clients, a resource on how to determine their homeownership criteria.

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COVID-19 may advance trends in commercial real estate

Article | April 16, 2020

The coronavirus outbreak has quickly put the economy into turmoil. While many businesses are struggling to keep up with the drastic changes in the market, the commercial real estate industry may have some bright spots despite obvious uncertainties. The COVID-19 outbreak in the U.S. is expected to advance trends in commercial real estate that were established in the market before the global pandemic. Of course, the industry is facing some difficulties, but these are currently projected to only be short-term. In response to the coronavirus outbreak, the NAIOP Research Foundation is suggesting an increase in demand for both industrial and office sectors.

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Spotlight

Stark Enterprises

Stark Enterprises, headquartered in Cleveland Ohio, is a multi-disciplinary team of visionary real estate professionals. We balance revolutionary idealism, new urbanism principles and sustainability practices with economic viability to deliver remarkable, next generation mixed use properties. We call this result the Community Core – real, livable, walkable, human scale places that put community before commerce.

Related News

Real Estate Technology

SmartRent Launches Alloy SmartHome Hub+

Business Wire | January 25, 2024

SmartRent, Inc., the leading provider of smart home and property operations solutions for the rental housing industry, today announced the launch of Alloy SmartHome Hub+, the Company’s first thermostat with an integrated smart hub device developed under its Alloy SmartHome hardware brand. This innovative product, one of few on the market that integrates a thermostat with a smart hub device, operates on Z-Wave protocol and has less hardware to install and maintain. In addition to the built-in thermostat technology, Alloy SmartHome Hub+ establishes a single interface to control connected smart home devices, enabling users to turn off multiple lights in a home at once, remotely lock and unlock doors, receive alerts and automatically notify maintenance when a sensor detects a leak. “Alloy SmartHome Hub+, a device years in the making, is our latest solution that paves the way for the next generation of smarter living and working in rental housing,” said SmartRent CEO Lucas Haldeman. “Designed with our customers’ needs in mind, and inclusive of the feedback they’ve shared about the desire for less hardware, Alloy SmartHome Hub+ delivers sophistication and convenience, all while driving rent growth. Feedback from our beta pilot has been positive, and customer interest indicates eager demand to deploy this solution at scale. We are proud to bring Alloy SmartHome Hub+ to the market at large and to continue eliminating obstacles and easing implementation in the industry.” This high-value yet economical device builds upon existing SmartRent technologies by consolidating the hub hardware within a smart thermostat, which streamlines procurement, expedites installation and IoT setup. Alloy SmartHome Hub+ can be configured and paired with most HVAC systems and is compatible with smart locks, smart lights, leak sensors and other Z-Wave devices. About SmartRent Founded in 2017, SmartRent, Inc. is a leading provider of smart home and smart property solutions for the multifamily industry. The company’s unmatched platform, comprised of smart hardware and cloud-based SaaS solutions, gives operators seamless visibility and control over real estate assets, empowering them to simplify operations, automate workflows, benefit from additional revenue opportunities and deliver exceptional site team and resident experiences. SmartRent serves 15 of the top 20 multifamily owners and operators, and its solutions enable millions of users to live smarter every day.

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Real Estate Technology

EVORA Global Announces Acquisition of Metry

Business Wire | January 25, 2024

EVORA Global, a leading provider of tech-enabled sustainability solutions to the real asset industry, today announces its strategic acquisition of Metry, Europe’s number one platform for environmental data collection. The move will establish new standards in data excellence and technological innovation, delivering comprehensive data solutions for the global real estate and infrastructure investment industry. The acquisition signifies an improved level of data automation and quality for EVORA’s clients, achieved through direct connections to fiscal meters and hubs. This approach eliminates data gaps and reinforces the overall reliability of information provided into their analytics and content management platform, SIERA. EVORA's dedication to data quality and validation underscores the company's commitment to ensuring that all sustainability data is analytics-ready, combining external data sources with EVORA's expertise in regulations and carbon accounting, whilst simultaneously upholding the highest standards in the industry. Metry's customers will gain access to EVORA's expertise in setting strategy and implementing net-zero carbon initiatives in their real asset portfolios, broadening the value proposition available to them. This collaborative expertise - integrating human insights with advanced technology - is a testament to the forward-thinking approach of both companies. "We are thrilled to welcome Metry into the EVORA family," said Pradeep Menon, EVORA Global CEO. "This strategic acquisition marks a significant milestone in our journey to empower real asset investors with the tools and data needed to drive sustainable practices in the built environment. It will enable us to offer unparalleled services to our clients, solving for the climate challenge.” “This the perfect match,” said Magnus Hornef, Metry CEO and co-founder, who will be joining EVORA’s Executive Committee as Chief Data Officer. “We are enabling each other to make a bigger impact faster and I’m really excited about expanding our data collection capabilities to all of EVORA’s customers. It is a giant leap towards connecting every building with reliable data and automated collection.” About EVORA Global: EVORA Global is a premier sustainability advisor, providing comprehensive, industry-leading climate solutions for real asset investors. With over a decade of experience, EVORA is dedicated to addressing the climate challenge posed by the real asset industry, focusing on the needs of investors in the built environment. Its clients include many of the biggest names in global real estate, including Invesco Real Estate, Hines and M&G. Founded in 2011, the company now has over 200 staff and 150 clients. About Metry: Metry is the #1 platform for environmental data collection in Europe, with a primary focus on energy data. With over a decade of expertise, Metry empowers companies to develop and use energy-saving technologies and IoT solutions, contributing to real change for the environment. Currently serving over 200 companies in more than 10 countries, Metry is actively expanding internationally to offer full data collection coverage in Europe.

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Real Estate Technology

Cushman & Wakefield Collaborates with Microsoft to Enhance AI Technology Platform

Business Wire | January 25, 2024

Cushman & Wakefield, a global leader in real estate services, today announced the firm is working with Microsoft to deploy an advanced suite of artificial intelligence (AI) solutions. “We are committed to seamlessly integrating our people with the right technology and processes to enhance service offerings to our clients. Today’s launch of the use of Microsoft Azure OpenAI Service and Copilot for Microsoft 365 at Cushman & Wakefield again demonstrates our ability to pair robust technologies with market intelligence and expertise,” said Salumeh Companieh, Chief Information & Data Officer, Cushman & Wakefield. Since 2018, Cushman & Wakefield has been focused on aligning business, data, and operations. Results to date range from an 80% material reduction in operational cycle time, to a reduction of client supply chain costs via proprietary supply chain network optimization capabilities. Azure OpenAI Service Azure OpenAI Service is a cloud-based generative AI solution that offers customers a range of capabilities, including access to cutting-edge AI models, backed by the power of Azure. With Azure OpenAI Service, Cushman & Wakefield can benefit from the power of cloud computing, data analytics, and artificial intelligence to deliver innovative solutions for its clients and stakeholders. Azure OpenAI Service enables Cushman & Wakefield to create custom copilots that can enhance customer experience, improve operational efficiency, and increase competitive advantage. The platform enables developers to build, deploy, and manage AI solutions for various scenarios and domains. Some of the features of Azure OpenAI Service include machine learning, cognitive services, bot framework, computer vision, natural language processing, speech recognition and more. Microsoft Technology Centers Microsoft Technology Centers are facilities that provide immersive experiences and deep technical engagements in 50+ locations around the world. Microsoft Technology Center architects collaborate with academic, industry, and government partners to advance the state of the art in AI and create positive impact for society. The Microsoft Technology Center is providing Cushman & Wakefield with access to cutting-edge research, tools, and top specialists from Microsoft and its partners to develop powerful and adaptable applications that use AI features. It is also providing insight into various areas and problems that need AI solutions, with learning and improvement through feedback and advice. Copilot for Microsoft 365 Copilot for Microsoft 365 brings the power of next-generation AI, grounded in the user and company’s data, to Microsoft’s workplace productivity tools like Teams and Outlook and Word. It works alongside users to provide suggestions, summaries, generate, analyze and explore content and data across documents, presentations, spreadsheets, notes, chats, email, meetings, and more. Ensuring the safety and security of interactions with Generative AI is a crucial value driver for Cushman & Wakefield. Copilot for Microsoft 365 offers a high level of security for how the firm leverages GPT models, providing confidence that data is not exposed for training and does not leave the company’s ecosystem, thus safeguarding confidential information. “With this next generation of AI, we have a unique opportunity to accelerate innovation at Cushman & Wakefield and across commercial real estate,” said Laura Craig, General Manager, Data & AI, Microsoft. “We’re collaborating with Cushman & Wakefield to bring together AI advances that benefit from Microsoft Azure OpenAI Service and Copilot for Microsoft 365 to empower the firm’s professionals with new, AI-powered tools.” About Cushman & Wakefield Cushman & Wakefield is a leading global commercial real estate services firm for property owners and occupiers with approximately 52,000 employees in approximately 400 offices and 60 countries. In 2022, the firm reported revenue of $10.1 billion across its core services of property, facilities and project management, leasing, capital markets, and valuation and other services. It also receives numerous industry and business accolades for its award-winning culture and commitment to Diversity, Equity and Inclusion (DEI), Environmental, Social and Governance (ESG) and more.

Read More

Real Estate Technology

SmartRent Launches Alloy SmartHome Hub+

Business Wire | January 25, 2024

SmartRent, Inc., the leading provider of smart home and property operations solutions for the rental housing industry, today announced the launch of Alloy SmartHome Hub+, the Company’s first thermostat with an integrated smart hub device developed under its Alloy SmartHome hardware brand. This innovative product, one of few on the market that integrates a thermostat with a smart hub device, operates on Z-Wave protocol and has less hardware to install and maintain. In addition to the built-in thermostat technology, Alloy SmartHome Hub+ establishes a single interface to control connected smart home devices, enabling users to turn off multiple lights in a home at once, remotely lock and unlock doors, receive alerts and automatically notify maintenance when a sensor detects a leak. “Alloy SmartHome Hub+, a device years in the making, is our latest solution that paves the way for the next generation of smarter living and working in rental housing,” said SmartRent CEO Lucas Haldeman. “Designed with our customers’ needs in mind, and inclusive of the feedback they’ve shared about the desire for less hardware, Alloy SmartHome Hub+ delivers sophistication and convenience, all while driving rent growth. Feedback from our beta pilot has been positive, and customer interest indicates eager demand to deploy this solution at scale. We are proud to bring Alloy SmartHome Hub+ to the market at large and to continue eliminating obstacles and easing implementation in the industry.” This high-value yet economical device builds upon existing SmartRent technologies by consolidating the hub hardware within a smart thermostat, which streamlines procurement, expedites installation and IoT setup. Alloy SmartHome Hub+ can be configured and paired with most HVAC systems and is compatible with smart locks, smart lights, leak sensors and other Z-Wave devices. About SmartRent Founded in 2017, SmartRent, Inc. is a leading provider of smart home and smart property solutions for the multifamily industry. The company’s unmatched platform, comprised of smart hardware and cloud-based SaaS solutions, gives operators seamless visibility and control over real estate assets, empowering them to simplify operations, automate workflows, benefit from additional revenue opportunities and deliver exceptional site team and resident experiences. SmartRent serves 15 of the top 20 multifamily owners and operators, and its solutions enable millions of users to live smarter every day.

Read More

Real Estate Technology

EVORA Global Announces Acquisition of Metry

Business Wire | January 25, 2024

EVORA Global, a leading provider of tech-enabled sustainability solutions to the real asset industry, today announces its strategic acquisition of Metry, Europe’s number one platform for environmental data collection. The move will establish new standards in data excellence and technological innovation, delivering comprehensive data solutions for the global real estate and infrastructure investment industry. The acquisition signifies an improved level of data automation and quality for EVORA’s clients, achieved through direct connections to fiscal meters and hubs. This approach eliminates data gaps and reinforces the overall reliability of information provided into their analytics and content management platform, SIERA. EVORA's dedication to data quality and validation underscores the company's commitment to ensuring that all sustainability data is analytics-ready, combining external data sources with EVORA's expertise in regulations and carbon accounting, whilst simultaneously upholding the highest standards in the industry. Metry's customers will gain access to EVORA's expertise in setting strategy and implementing net-zero carbon initiatives in their real asset portfolios, broadening the value proposition available to them. This collaborative expertise - integrating human insights with advanced technology - is a testament to the forward-thinking approach of both companies. "We are thrilled to welcome Metry into the EVORA family," said Pradeep Menon, EVORA Global CEO. "This strategic acquisition marks a significant milestone in our journey to empower real asset investors with the tools and data needed to drive sustainable practices in the built environment. It will enable us to offer unparalleled services to our clients, solving for the climate challenge.” “This the perfect match,” said Magnus Hornef, Metry CEO and co-founder, who will be joining EVORA’s Executive Committee as Chief Data Officer. “We are enabling each other to make a bigger impact faster and I’m really excited about expanding our data collection capabilities to all of EVORA’s customers. It is a giant leap towards connecting every building with reliable data and automated collection.” About EVORA Global: EVORA Global is a premier sustainability advisor, providing comprehensive, industry-leading climate solutions for real asset investors. With over a decade of experience, EVORA is dedicated to addressing the climate challenge posed by the real asset industry, focusing on the needs of investors in the built environment. Its clients include many of the biggest names in global real estate, including Invesco Real Estate, Hines and M&G. Founded in 2011, the company now has over 200 staff and 150 clients. About Metry: Metry is the #1 platform for environmental data collection in Europe, with a primary focus on energy data. With over a decade of expertise, Metry empowers companies to develop and use energy-saving technologies and IoT solutions, contributing to real change for the environment. Currently serving over 200 companies in more than 10 countries, Metry is actively expanding internationally to offer full data collection coverage in Europe.

Read More

Real Estate Technology

Cushman & Wakefield Collaborates with Microsoft to Enhance AI Technology Platform

Business Wire | January 25, 2024

Cushman & Wakefield, a global leader in real estate services, today announced the firm is working with Microsoft to deploy an advanced suite of artificial intelligence (AI) solutions. “We are committed to seamlessly integrating our people with the right technology and processes to enhance service offerings to our clients. Today’s launch of the use of Microsoft Azure OpenAI Service and Copilot for Microsoft 365 at Cushman & Wakefield again demonstrates our ability to pair robust technologies with market intelligence and expertise,” said Salumeh Companieh, Chief Information & Data Officer, Cushman & Wakefield. Since 2018, Cushman & Wakefield has been focused on aligning business, data, and operations. Results to date range from an 80% material reduction in operational cycle time, to a reduction of client supply chain costs via proprietary supply chain network optimization capabilities. Azure OpenAI Service Azure OpenAI Service is a cloud-based generative AI solution that offers customers a range of capabilities, including access to cutting-edge AI models, backed by the power of Azure. With Azure OpenAI Service, Cushman & Wakefield can benefit from the power of cloud computing, data analytics, and artificial intelligence to deliver innovative solutions for its clients and stakeholders. Azure OpenAI Service enables Cushman & Wakefield to create custom copilots that can enhance customer experience, improve operational efficiency, and increase competitive advantage. The platform enables developers to build, deploy, and manage AI solutions for various scenarios and domains. Some of the features of Azure OpenAI Service include machine learning, cognitive services, bot framework, computer vision, natural language processing, speech recognition and more. Microsoft Technology Centers Microsoft Technology Centers are facilities that provide immersive experiences and deep technical engagements in 50+ locations around the world. Microsoft Technology Center architects collaborate with academic, industry, and government partners to advance the state of the art in AI and create positive impact for society. The Microsoft Technology Center is providing Cushman & Wakefield with access to cutting-edge research, tools, and top specialists from Microsoft and its partners to develop powerful and adaptable applications that use AI features. It is also providing insight into various areas and problems that need AI solutions, with learning and improvement through feedback and advice. Copilot for Microsoft 365 Copilot for Microsoft 365 brings the power of next-generation AI, grounded in the user and company’s data, to Microsoft’s workplace productivity tools like Teams and Outlook and Word. It works alongside users to provide suggestions, summaries, generate, analyze and explore content and data across documents, presentations, spreadsheets, notes, chats, email, meetings, and more. Ensuring the safety and security of interactions with Generative AI is a crucial value driver for Cushman & Wakefield. Copilot for Microsoft 365 offers a high level of security for how the firm leverages GPT models, providing confidence that data is not exposed for training and does not leave the company’s ecosystem, thus safeguarding confidential information. “With this next generation of AI, we have a unique opportunity to accelerate innovation at Cushman & Wakefield and across commercial real estate,” said Laura Craig, General Manager, Data & AI, Microsoft. “We’re collaborating with Cushman & Wakefield to bring together AI advances that benefit from Microsoft Azure OpenAI Service and Copilot for Microsoft 365 to empower the firm’s professionals with new, AI-powered tools.” About Cushman & Wakefield Cushman & Wakefield is a leading global commercial real estate services firm for property owners and occupiers with approximately 52,000 employees in approximately 400 offices and 60 countries. In 2022, the firm reported revenue of $10.1 billion across its core services of property, facilities and project management, leasing, capital markets, and valuation and other services. It also receives numerous industry and business accolades for its award-winning culture and commitment to Diversity, Equity and Inclusion (DEI), Environmental, Social and Governance (ESG) and more.

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