Time Series Analysis of a REIT Portfolio

Financial modeling is a technical application as old as finance itself. Traditionally performed through excel sheets and various DCF models, I wanted to set out and use Machine Learning to build a predictive model for the movement of an asset’s price. Within a two week project time period, I set out to analyze and build predictive SARIMAX (Seasonal Auto-Regressive Integrated Moving Average with Exogeneity) models to capture the movement of eight different Real Estate Investment Trusts (REITs). Before we get into the data, it is essential to first understand the nature of a REIT. REITs are just like any other financial asset in that ownership represents a “share” of a companies profit. These companies own and operate income-producing real estate and are usually centric to a particular sector of real estate type (data centers, retail properties, Senior/Assisted living communities, healthcare, etc…). There are two main types of REITS:

Spotlight

Reidy Contracting Group

Since 2010, Reidy Contracting Group has collaborated with some of New York’s leading companies. Working in partnership with our clients, we strive to maximize efficiency to ensure all of our clients’ goals are achieved. Our projects include renovation, new construction, construction infrastructure, and existing refurbishments. With skilled and highly qualified staff, along with our experienced subcontractors, we consistently exceed expectations.

OTHER ARTICLES
Real Estate Technology, Asset Management

3 Proptech Trends That Are Making Waves in the Real Estate Industry

Article | May 10, 2023

Proptech, or property technology, comprises digital solutions that help facilitate buying, selling and leasing of commercial real estate. It is also called CREtech or REtech for commercial real estate technology, respectively. It usually refers to the digital tools and software used in real estate. With digitalization growing at an exponential rate across the real estate sector, proptech is evolving, here are three topmost trends in proptech that real estate solution providers must keenly follow. 1 3D House Tours Both prospective buyers and real estate agents love this technology. 3D house tours simulate a real house tour and can be viewed either on virtual reality (VR) headsets or one’s computer screen. They simplify initial interactions by enabling users to confirm their interest in a property, saving both time and visits for buyers and agents. They also allow agents to better market their properties and schedule multiple visits from the comfort of their offices. The ensuing process ensures that agents are able to provide realistic walkthroughs of their properties and eliminate friction from the get-go, making the showing as painless as possible. 2 Automated Service Desks Exceptional customer service is the name of the game in real estate and agents are expected to provide their clients with white glove service wherever possible. Conversational AI is one way that many real estate solution providers are achieving this. With round-the-clock contact channels to assist clients with the information they need, agents and brokers are better equipped to deal with queries and reduce their response time. The automation of menial tasks also ensures that they don’t have to be everywhere all the time. 3 Digital Transaction Management Real estate comes with its share of sky-high paperwork. With digital transaction management, agents can now reduce the significant amount of legwork that goes into managing paperwork. It also helps in signing documents digitally, which means physical presence isn’t needed to execute agreements and registration processes, making the process smoother and faster. Real estate clients with multiple properties will no longer need to be inundated with massive amounts of paperwork and travel. For the Record Digitalization is transforming industries at lightning speed and real estate is a frontrunner in adopting new technologies. The impact that proptech has on RE is visibly vital. The above trends are revolutionizing the real estate technology landscape. Keep an eye out to see how these trends change the way people buy and sell property.

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Real Estate Investment, Asset Management

Meeting Real Estate Expectations with Sustainability

Article | May 25, 2023

As the global social and economic consequences of the COVID-19 pandemic emerge, indoor air quality, for example, has emerged as a top priority for keeping building occupants safe and healthy. Workplaces and remote work arrangements are being reimagined by business owners, while retailers and restaurant operators continue to convert their physical spaces for social distancing or, in some cases, for an entirely new use. In this context, the expectations of asset owners from office, retail, hotel, and residential users have grown exponentially, and there is no shortage of new challenges and opportunities for commercial landlords. Sustainable environments with ergonomic furnishings, biophilic elements, natural daylight, and living green walls are meeting demands for lower operating costs, increased performance, and improved occupant well-being, as are healthy buildings with natural ventilation, enhanced thermal comfort, improved air quality, and green purchasing policies. One of many innovative examples is a manufacturer of smart windows that tint automatically based on outdoor and indoor conditions, improving people's health and wellness while lowering energy consumption. The digital twin — essentially a virtual copy of a building — is another example of how technology is being used to transform the real estate industry. By leveraging data analysis, building simulation, the internet of things, artificial intelligence, machine learning, and robotic process automation, digital twins have the potential to help building owners and operators bridge the physical and virtual worlds. The digital twin's resulting assessment, calibration, modelling, and scenario planning capabilities enable more efficient operations, reduced maintenance, increased energy savings, and real-time decision-making support for the physical building. The health of a building will be considered an amenity by its occupants as landlords take steps to improve air quality inside their buildings through smart building. Overall, healthy buildings improve occupant satisfaction, leasing rates, and building value. Buildings with better air quality and more natural light have lower absenteeism and, as a result, lower turnover and higher worker productivity, resulting in financial savings and increased value for the business. The same advantages apply to retail and residential buildings. Landlords and commercial tenants are discovering that recognized standards, such as WELL and Fitwel, are enabling an effective framework and leading practices in the ownership, occupancy, and management of their physical environments as they develop, implement, and manage healthy building efforts. A sustainable and healthy building prioritizes resource efficiency (energy, water, and materials) while enhancing positive building impacts on human health and the environment. Building owners and occupiers who are proactive in furthering these efforts are not only building resilience now, but also preparing for what comes next and beyond.

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Real Estate Technology, Asset Management

THE BEST REAL ESTATE CALCULATOR THAT EVERY INVESTOR NEEDS

Article | June 15, 2023

If you know what you are doing, buying an investment property can be a lucrative venture with long-term financial rewards. However, not all investment properties will generate good returns. Therefore, it’s important that every real estate investor knows how to evaluate deals. Luckily, you don’t have to use spreadsheets to find the best investment properties. With the right investment property calculator, you can do your investment property analysis easily and more accurately.

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8 Steps to Find (& Stick With) the Right Real Estate Investing Strategy for You

Article | April 26, 2020

Search online for real estate investment strategies, and you’ll be overwhelmed with the information overload that hits you. Self-proclaimed experts, gurus, and never before heard of writers (because everyone has a book these days) keep posting hordes of stuff regarding where you should focus your efforts and what you should put your money into. Read a few of these sources, and you’ll see that most of the stuff is the same. It’s very unusual to find ideas that are starkly different online. Head to the store and buy books on investment strategies. Though definitely not to-the-point and instead highly detailed, once you finish reading, you will find yourself at the same spot you were before. Countless case studies, multiple options, a lot of theory, and no practical application! Don’t fret. My article today isn’t going to give you 10 more real estate investment strategies.

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Spotlight

Reidy Contracting Group

Since 2010, Reidy Contracting Group has collaborated with some of New York’s leading companies. Working in partnership with our clients, we strive to maximize efficiency to ensure all of our clients’ goals are achieved. Our projects include renovation, new construction, construction infrastructure, and existing refurbishments. With skilled and highly qualified staff, along with our experienced subcontractors, we consistently exceed expectations.

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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.

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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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