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

EDS Investment Properties

EDS Investment Properties, Inc. has been involved in all facets of the commercial real estate industry for over twenty years.

OTHER ARTICLES
Real Estate Technology

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

Article | July 25, 2022

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.

Read More
Real Estate Technology, Asset Management

THE BEST WAYS TO INVEST IN REAL ESTATE

Article | May 10, 2023

In short, in the case of real estate investment, the goal is to put money into work today and let it increase so you have more money in the future. The profits or “returns” you make on your real estate investments should be sufficient to cover the risk you take, the taxes you pay, and the cost of owning real estate investments such as utilities, regular maintenance, and insurance. Real estate investing can really be as conceptually simple as playing monopoly when you understand the basic factors of investment, finances, and risk. To win, you buy property, avoid bankruptcy, and generate rent so you can buy even more property. However, remember that “simple” does not mean “easy”. If you make a mistake, the consequences can range from minor inconveniences to major disasters. You may even find yourself abrupt or worse.

Read More
Real Estate Investment, Asset Management

3 Ways to Simplify Leasing Out Your Commercial Property

Article | May 25, 2023

You have a commercial property and you need to lease it as soon as possible. In an ideal world, you would find a client as soon as your property is vacant. But we do not live in an ideal world. As a property owner or manager, you need to list your property, get the right contacts, and find a buyer who is ready to occupy immediately at a price that's efficient to you. It can be a tedious journey. That’s where a broker comes in. Filling your vacant properties is essential but navigating a labyrinth of procedures shouldn't keep you occupied, which is whyleveraging a brokernetwork is so important. Here are three ways you can connect with brokers to make the most of their services. Updating Your Inventory List If you've tried handing a PDF of your current available listings, you might want to reconsider your approach for better chances of success. Brokers must be aware of the properties you have available if you want them to consider yours. The issue with online CRE listings is that many of them are outdated. This may cause a broker to think they’ve found an ideal property for their client, only to discover it’s already leased out. This doesn’t make a good impression. In addition, static listings are not search-friendly. To cut to the chase, deploy a search-ready, updated portfolio. Simplifying things for brokers will keep them coming back and contribute towards building a positive association with them. Sharing an Inventory List Right to Their Inbox Simplifying property search isn’t all. What are you doing to make a broker’s life much easier? You don’t need to spend a ton on proptech to reach out to brokers on time. Set up a commercial real estate email list that directly emails your updated listings to the brokers, providing them with timely alerts on when a new property is on the market or reminding them that an existing listing is still available. Providing Easy Access to the Property Information Regular emails about your updated property portfolio is bound to keep brokers engaged and informed. Going a step further, you can create a mobile-friendly property information page for each of your CRE properties to ensure that brokers have all the information they need at their fingertips. This avoids any bottlenecks caused by having the wrong information or no information at all about the specifications of your properties. A Final Word of Advice One of the most effective things commercial property owners can do to guarantee their properties are continuously leased is to engage with brokers, keep them updated, and simplify ways for them to interact with your property.

Read More

5 Tips To Grow Your Real Estate Business Faster

Article | April 21, 2020

If you are intending to invest in real estate and are looking for methods of growing your real estate business successfully to earn a large income as soon as possible, I’m here to give you some quick and simple tips, that are essential when it comes to managing a business and achieving success.

Read More

Spotlight

EDS Investment Properties

EDS Investment Properties, Inc. has been involved in all facets of the commercial real estate industry for over twenty years.

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.

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.

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.

Read More

Events