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How to Capture the Value of IoT in Buildings

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Commercial buildings are on the verge of the biggest transformation in history. The Internet of Things (IoT) is making connected buildings a reality, and adoption is on the rise across the architecture, engineering, building technology, real estate, and construction industries. The use of IoT data for building modeling offers tremendous opportunity to optimize the design, construction, retrofit, and operations of buildings. But just having access to data doesn’t unlock actionable insights.

In this article, Vladi Shunturov, founder and president of Lucid, explains how we can harness the power of building IoT for teams across any number of disciplines, from energy management to finance, operations, tenant communications, and more. He’ll explain how to turn what were once reactive processes into proactive opportunities, and share proven best practices and use cases to arm you with information you need to turn disparate data from connected buildings into strategic assets.

 

Transforming Building Data to Create Better Buildings in Three Steps: Centralize, Discover, Improve

Buildings are the largest remaining frontier for digital transformation. Over $7.5 trillion is spent on commercial buildings globally each year. In the U.S., 82% of the GDP is dependent on commercial buildings. For the first time ever, centralized, normalized data is unlocking valuable insights that affect the profitability, performance, and comfort of commercial buildings.

Building operations accounts for a massive $865 billion annually in the U.S. Because building operators must improve utilization and performance, they are rapidly embracing new technology to gather accurate building data. However, all this investment into new sensors, systems, and technology is creating a new challenge: transforming all the data into insights that actually improve building performance for owners, managers, operators, and occupants. Better building management is not only a business imperative, it’s also a mandate. Three essential steps to this transformation are critical:

CENTRALIZE building and business data to create a single “source of truth.”

DISCOVER insights through a unified view.

IMPROVE performance by identifying and executing projects.

Data: The Key to Better Buildings

Did you know: There are 5.6 million commercial buildings in the U.S., which consume 40% of our total energy. We spend 90% of our lives indoors and 15% of our GDP is represented by our buildings. Roughly $840 billion dollars are spent just in the U.S. on APEX alone. So, even small improvements can have a pretty big impact.

Vast amounts of essential building data is trapped in silos within different functions across an organization. Success with any better building initiative begins with centralizing and normalizing the data across these existing data silos. As vast amounts of data are centralized into a unified view, and made accessible to different departments, new insights are discovered. These insights tend to drive cross-functional cooperation, shared goals, and more effective transformation. Once prioritized, and implemented, organizational and building performance is increased. The result is better buildings, better business performance, and better occupant satisfaction and loyalty.

The following will dive into more detail on how leaders are embracing a thoughtful, technology-assisted methodology of centralizing, discovering, and improving building operations. By leveraging the vast amount of data captured in buildings, all stakeholders can work together to drive profitability, sustainability, and efficiency across their building portfolios.

 

Centralized Data: The Heart of the Business of Buildings

Shared building data transforms the way operations, sustainability, and finance teams collaborate for better business outcomes. While the concepts of centralizing data, discovering new insights, and then making improvements seem straightforward, actually implementing a better buildings project requires thoughtful planning. There are five key considerations when evaluating your data assets:

  1. 1. INVENTORY: Consider and capture the data that affects buildings including asset management, utility data, IoT devices, sensors, meters, building management system data, ERP data, and property management data.
  2. 2. STANDARDIZE data formats: It’s essential to process the data into a common format that can be leveraged across other systems.
  3. 3. SCALE: Ensure data is acquired, from all necessary sources, at sufficient volume so meaningful patterns can be revealed.
  4. 4. EVALUATE: Through data visualization and algorithms, you can begin to draw out patterns from the various data streams to discover actionable insights.
  5. 5. TAKE ACTION: Use these data-driven insights to formulate plans for improvement. Ongoing performance will reveal benefits from these activities.

Communicating the insights and opportunities unlocked by accessing this building data is critical. This is the time for building operators to take a new strategic role within their organizations by providing unprecedented information about some of the organization’s most critical assets.

Centralized Data: What about IoT?

IoT advances are creating new ways to gather data and drive efficiency at lower cost. With that promise comes the challenge of managing data, security, and constant technology changes. Industry experts agree that IoT represents new, exciting opportunities to the connected buildings trend. Data from connected sensors, cloud-based meters, weather monitors, and other parts of collected infrastructure are producing data at never-before-seen rates.

As building operators attempt to capture, normalize, and interpret this data, they can quickly find themselves in a sea of unstructured, hard-to-manage information. The key is capturing it, interpreting it, and using it with defined, centralized data strategies, analytics, and integrated applications. When appropriately managed, data flows from IoT devices can provide incredibly valuable information and insights, in real time. Here are four expert tips for embracing IoT in your connected buildings project:

  1. 1. DEVISE AN IoT DATA PLAN: “The world is entering the fourth era in computing. An era in which we connect the physical and the digital world and begin to really unlock value. That’s when our buildings, and our cars, and our infrastructure really starts to get connected. And as a result, buildings are undergoing one of the biggest transformations in history. Since buildings bring legacy technology with them, it is imperative to have a plan to centralize and standardize the information across buildings and systems.” — Vladi Shunturov, President, Lucid
  2. 2. START WITH THE END IN MIND: “Sensors are cheap and you can deploy a lot of them. The trick is to know what data you want to capture based on the insights that will help you make better decisions.” — Tom Herbst, CTO of IoT Solutions, Cisco
  3. 3. TAKE DATA SECURITY SERIOUSLY: “The advent of IoT makes safety, reliability, security, and privacy key concerns. It is a daily battle to stay on top of the many changes in both technology and how individuals are using the technology to increase operational efficiency and occupant comfort.” — Sven Schrecker, Chief Architect of IoT Security, Intel
  4. 4. CONSIDER BOTH LEGACY INFORMATION AND NEW IoT DATA: “Many organizations are challenged with how to integrate the older technology in existing buildings with the new technology in new buildings. Assess all information sources to determine the exact information you need to centralize. Find the line between legacy data and IoT data, and determine what is and is not possible as you build out a plan across a broader portfolio of buildings.” — Josh Carter, VP of Business & Client Development, LVR

Centralized Data: Platform Essentials

A solid data platform enables easy creation of layers or tools that facilitate insights and innovation. Centralizing the data is more than just pushing it all into one place. For data to be useful, it needs to be organized, normalized, and unified. It is a major task to get data from different sources into one centralized location, in a common data structure, and ready for the business user. Data generated within buildings varies widely. Data about utility usage and costs, occupant behaviors and preferences, building assets, trends and differences between tenants, weather, etc., is essential. A powerful data platform is required to understand different data types and to analyze how the different building data interacts. Insights are revealed in these intersections of data.

For example, tenant behavior versus weather trends versus utility usage can provide insights about heating and cooling efficiency. The more data available, the stronger the foundation for insights. One way to understand how buildings can come to life is to think of a building as if it were a person. Give it an identity and a profile; a name, a location, a function, a height, etc.

Thinking of building profiles can help building operators track the health and efficiency of each building, especially when a combination or “intersection” of various data types is considered. As more data is available, owners, operators, and occupants are all asking more questions about their buildings and about their business. And as they engage more people within their organization, more stakeholders are asking questions. From a central data platform, all stakeholders can understand more about their buildings and their business, their tenants, employees, utility bills, performance contracts, service requests, and more.

This is just the beginning. Building operations can impact productivity, health, safety, profit, and value. There will be more data required to answer these questions in the future.

Building Data Platform Checklist

  • • A powerful data platform that can normalize different data sets at scale.
  • • A centralized, extensible, flexible platform that provides a single “source of truth” for data that is important to your business.
  • • Advanced analytics that can decipher the relationships and intersections between data types.
  • • A wide variety of applications for your portfolio of buildings.
  • • Customization capabilities that allow you to create a relevant story that’s important to your portfolio of buildings.
  • • An evolving platform, always capable of delivering something new as information and needs evolve.

Discover Building Insights. Unlock New Opportunities.

Discovering the links between different silos of data can reveal new opportunities for savings, efficiency, teamwork and productivity. For example, with a central data source and a set of related applications that span different parts of the business, teams can work together to achieve their common and individual goals. There are natural decision flows that are revealed as different teams share their insights. Consider these examples:

GOAL: Lower energy consumption, faster identification of opportunities to reduce energy, smarter capital decisions related to energy, more efficient operations.

GOAL: More effective reporting, faster access to sustainability data → accurate tracking of sustainability project expenses, higher sustainability performance across the portfolio.

GOAL: Improve occupant energy usage → occupants have access to energy and sustainability metrics, better forecasting for occupants and managers, happier occupants and higher utilization.

Sustainability and Corporate Performance: A Powerful Relationship

“In the top 10 office building markets in the U.S., there is an opportunity for $35 billion of asset value growth by improving the sustainability performance of buildings.” “SASB research has found that capital markets are systematically underinvesting in sustainability. […] There are massive missed opportunities.” — Bryan Esterly, Sector Analyst, SASB

The latest research from the Sustainability Accounting Standards Board (SASB) reveals an undeniable fact: sustainability strategies are a key component of overall corporate performance. Just like the standard accounting principles created the corporate transparency to drive better investment decisions, SASB was founded to create common principles for sustainability projects to drive better investment into those projects.

The missing link has been a common language for companies to communicate the value of sustainability investments to investors. Centralized data, as described above, can begin to form common terms and metrics that can be used by investors and building operators and corporations in order to accurately measure the value of connected building or sustainability initiatives. Like all corporate investments, there must be a strong financial business case to drive a successful sustainability project.

With constant pressure on the bottom line, companies often delay or minimize investments in sustainability projects. For investments that have been made, the drivers have frequently been regulatory forces, or a strong business case. With more data available, there is an immense opportunity for building owners to accurately understand the financial value of sustainability projects, and to communicate that value to stakeholders and investors in a common language.

With a common language, investors and companies can come together to understand what sustainability investments really mean to financial performance, investors, and the company’s bottom line.

Beyond Sustainability: Using Building Data to Discover and Drive Operational Change

Progressive companies use data to meet aggressive efficiency goals and to better inform capital planning, production improvements, team structures, and operational performance. In a roundtable discussion, corporate leaders revealed their strategies for driving operational change and achieving business goals using building data as a baseline. They share common strategies for defining the information they need and uncovering data and insights that guide their decisions.

Observations include:

“Many of the ASHE members are driven by the need to save money by reducing energy. They have set up their systems to provide the best data about resources utilization to more easily identify opportunities and report their achievements to other stakeholders.” — Terry Scott, President, ASHE

“Building data in silos is not effective. It is also prohibitively labor intensive, slow, and inaccurate to consolidate all relevant building data manually and expect to extract meaningful insights. No matter how good you are at Excel.” — John Elliott, CSO, Lawrence Berkeley National Laboratory

“Tools are absolutely necessary to scale the data analysis and discover trends, patterns, and opportunities. Uncovering the hidden insights hidden inside the data requires aggregation and normalization that can only be done through technology.” — Joaquin Serrano, Sustainability Manager, Avery Dennison

“Even once you have used your data to implement projects, you need to be able to track ongoing progress and to communicate your results to the right stakeholders to show your for success.” — Dipal Patel, Senior Manager, CBRE

Key questions to ask:

  • • What are your building operations goals?
  • • What investment decisions do you want to make?
  • • Who within your organization will be affected by these decisions?
  • • What data are you already gathering?
  • • What data exists in silos that could be combined to discover insights?
  • • What new operational best practices can help you achieve your goals?

Building performance drives business performance. With data at the heart of building management, and insights revealed across data silos, companies can dramatically improve bottom-line performance.

Improvement is possible when decisions are driven by data. Data allows building operations teams, executive leaders and companies to embark on projects that improve bottom line performance, create new efficiencies and increase occupant satisfaction.

IMPROVED UNDERSTANDING of actual building use patterns and cost helps informs sustainability, energy, and use strategies.

INSIGHTS ABOUT HOW DECISIONS AFFECT OTHER DEPARTMENTS, teams, business functions, and investments drive greater collaboration and better organizational efficiency.

INSIGHTS ABOUT BUILDING PERFORMANCE and financial performance reveal opportunities to improve investment decisions and their results.

INSIGHTS HELP ORGANIZATIONS TRACK EXPECTED PERFORMANCE, consumption, or financial variances so that exceptions can be tackled right away.

INSIGHTS HELP BUILDING MANAGERS AND OWNERS ENGAGE OCCUPANTS to achieve goals, while maintaining their comfort.

Bringing 21st-Century Innovation to Buildings

The rate and pace of technology has to be matched with the realities of making change happen. Understanding the power of intelligent, connected building strategies is one thing. Implementing a new strategy is another. The following is an assembly of real-world ideas and lessons from industry experts that will help you on the road to bringing your building strategy into the 21st century.

MOBILZE AND EMPOWER YOUR ENTIRE ORGANIZATION WITH DATA: “Embrace automation and the data part of your culture to ensure employees from different backgrounds can access and see the value in the new insights.” — Jim Young, CEO, Realcomm

VISUALIZING DATA BRINGS IT TO LIFE: “Big data can be turned into big visualizations that can become big insights and big understandings. Sometimes too much data is overwhelming without the right systems and training to see and understand it.”

NEVER FORGET THAN THE BUILDINGS ARE THERE TO SERVE THE PEOPLE: “Buildings are all about people, ultimately enabling people to be more productive. Leverage technology to unleash the potential of occupants.” — Gary Dillabough, Managing Partner, Westly Group

DATA BECOMES USEFUL WHEN IT’S SHARED: “Information and insights that are shared across individuals, teams, and organizations helps everyone to get aligned. This is when major improvement projects really take off and transformation of the organization begins.” — Sara Neff, Senior VP of Sustainability, Kilroy Realty

BRINGING 21ST CENTURY INNOVATION TO BUILDINGS DATA NEEDS TO BE FLEXIBLE TO BE USEFUL: “The way an organization collects, analyzes, and visualizes data must be flexible and customizable to get the most value. Greatest benefits are realized with standard data collection and structure, yet personalized presentation.” — Jeff Eichenfield, Director of Real Estate Asset Mgmt & Leasing, The Presidio Trust

 

When Big Data, Buildings, and IoT Meet

Today’s investment experts see tremendous market opportunity as companies unlock the value of their buildings. Investment experts are watching the intersection between big data, connected buildings, and IoT. Building performance improvement goes beyond energy and resources efficiency. The relationship between the investor, the manager and the occupant is where the real benefits of intelligent strategies for connected buildings is uncovered.

Communication can be accelerated immensely and it can create a profoundly better experience for the occupant while enhancing the owner and investor’s business stability. The opportunity to connect the physical and digital world is a tremendous opportunity for buildings — one of the last segments of the economy to benefit from big data transformation. For the greatest benefit, companies must incorporate IoT data into the design of buildings, systems, and processes for their business. As older buildings get connected, and new buildings are added to the data grid, a powerful transformation of this part of the economy can take place.

“Financing and operations departments are the earliest beneficiaries of this integration. They’re essential to unlocking the full value of data.” — Sidharth Haskar, Corporate Development, Autodesk

“We’re looking at technology as a way to answer questions about how tenants use their spaces.” — Will O’Donnell, Managing Partner, PLD Ventures

“Everything is changing much faster than we are used to. But, the opportunity is great if we embrace it.” — Ivan Bel, VP of Integrations & Bus. Dev., Ecova

Conclusion

Uncovering the potential to make your buildings more energy efficient, your employees more productive, and your occupants happier is no simple task. The process starts with centralizing your data. A valuable data platform should then be able to provide insights to help you discover and prioritize which projects to pursue. Acting on the opportunities revealed will improve building performance.

Vladi Shunturov is the co-founder and president of Lucid. He led Lucid’s early product and engineering teams and has driven the evolution of the company from its inception in 2004. A recipient of awards from U.S. EPA and Cleantech Open, Vladi has dozens of widely-cited publications in the field and has delivered many distinguished presentations, including at TEDx. Vladi helped pioneer groundbreaking research in commercial building monitoring systems and real-time feedback technology.

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我们使用 Geo Targetly 将网站访问者引导至最合适的网页并/或根据他们的位置提供量身定制的内容。 Geo Targetly 使用网站访问者的 IP 地址确定访问者设备的大致位置。 这有助于确保访问者以其(最有可能的)本地语言浏览内容。Geo Targetly 隐私政策
SpeedCurve
我们使用 SpeedCurve 来监控和衡量您的网站体验的性能,具体因素为网页加载时间以及后续元素(如图像、脚本和文本)的响应能力。SpeedCurve 隐私政策
Qualified
Qualified is the Autodesk Live Chat agent platform. This platform provides services to allow our customers to communicate in real-time with Autodesk support. We may collect unique ID for specific browser sessions during a chat. Qualified Privacy Policy

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改善您的体验 – 使我们能够为您展示与您相关的内容

Google Optimize
我们通过 Google Optimize 测试站点上的新功能并自定义您对这些功能的体验。为此,我们将收集与您在站点中的活动相关的数据。此数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、您的 Autodesk ID 等。根据功能测试,您可能会体验不同版本的站点;或者,根据访问者属性,您可能会查看个性化内容。. Google Optimize 隐私政策
ClickTale
我们通过 ClickTale 更好地了解您可能会在站点的哪些方面遇到困难。我们通过会话记录来帮助了解您与站点的交互方式,包括页面上的各种元素。将隐藏可能会识别个人身份的信息,而不会收集此信息。. ClickTale 隐私政策
OneSignal
我们通过 OneSignal 在 OneSignal 提供支持的站点上投放数字广告。根据 OneSignal 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 OneSignal 收集的与您相关的数据相整合。我们利用发送给 OneSignal 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. OneSignal 隐私政策
Optimizely
我们通过 Optimizely 测试站点上的新功能并自定义您对这些功能的体验。为此,我们将收集与您在站点中的活动相关的数据。此数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、您的 Autodesk ID 等。根据功能测试,您可能会体验不同版本的站点;或者,根据访问者属性,您可能会查看个性化内容。. Optimizely 隐私政策
Amplitude
我们通过 Amplitude 测试站点上的新功能并自定义您对这些功能的体验。为此,我们将收集与您在站点中的活动相关的数据。此数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、您的 Autodesk ID 等。根据功能测试,您可能会体验不同版本的站点;或者,根据访问者属性,您可能会查看个性化内容。. Amplitude 隐私政策
Snowplow
我们通过 Snowplow 收集与您在我们站点中的活动相关的数据。这可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、您的 Autodesk ID。我们使用此数据来衡量我们站点的性能并评估联机体验的难易程度,以便我们改进相关功能。此外,我们还将使用高级分析方法来优化电子邮件体验、客户支持体验和销售体验。. Snowplow 隐私政策
UserVoice
我们通过 UserVoice 收集与您在我们站点中的活动相关的数据。这可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、您的 Autodesk ID。我们使用此数据来衡量我们站点的性能并评估联机体验的难易程度,以便我们改进相关功能。此外,我们还将使用高级分析方法来优化电子邮件体验、客户支持体验和销售体验。. UserVoice 隐私政策
Clearbit
Clearbit 允许实时数据扩充,为客户提供个性化且相关的体验。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。Clearbit 隐私政策
YouTube
YouTube 是一个视频共享平台,允许用户在我们的网站上查看和共享嵌入视频。YouTube 提供关于视频性能的观看指标。 YouTube 隐私政策

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定制您的广告 – 允许我们为您提供针对性的广告

Adobe Analytics
我们通过 Adobe Analytics 收集与您在我们站点中的活动相关的数据。这可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、您的 Autodesk ID。我们使用此数据来衡量我们站点的性能并评估联机体验的难易程度,以便我们改进相关功能。此外,我们还将使用高级分析方法来优化电子邮件体验、客户支持体验和销售体验。. Adobe Analytics 隐私政策
Google Analytics (Web Analytics)
我们通过 Google Analytics (Web Analytics) 收集与您在我们站点中的活动相关的数据。这可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。我们使用此数据来衡量我们站点的性能并评估联机体验的难易程度,以便我们改进相关功能。此外,我们还将使用高级分析方法来优化电子邮件体验、客户支持体验和销售体验。. Google Analytics (Web Analytics) 隐私政策
AdWords
我们通过 AdWords 在 AdWords 提供支持的站点上投放数字广告。根据 AdWords 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 AdWords 收集的与您相关的数据相整合。我们利用发送给 AdWords 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. AdWords 隐私政策
Marketo
我们通过 Marketo 更及时地向您发送相关电子邮件内容。为此,我们收集与以下各项相关的数据:您的网络活动,您对我们所发送电子邮件的响应。收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、电子邮件打开率、单击的链接等。我们可能会将此数据与从其他信息源收集的数据相整合,以根据高级分析处理方法向您提供改进的销售体验或客户服务体验以及更相关的内容。. Marketo 隐私政策
Doubleclick
我们通过 Doubleclick 在 Doubleclick 提供支持的站点上投放数字广告。根据 Doubleclick 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Doubleclick 收集的与您相关的数据相整合。我们利用发送给 Doubleclick 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Doubleclick 隐私政策
HubSpot
我们通过 HubSpot 更及时地向您发送相关电子邮件内容。为此,我们收集与以下各项相关的数据:您的网络活动,您对我们所发送电子邮件的响应。收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、电子邮件打开率、单击的链接等。. HubSpot 隐私政策
Twitter
我们通过 Twitter 在 Twitter 提供支持的站点上投放数字广告。根据 Twitter 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Twitter 收集的与您相关的数据相整合。我们利用发送给 Twitter 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Twitter 隐私政策
Facebook
我们通过 Facebook 在 Facebook 提供支持的站点上投放数字广告。根据 Facebook 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Facebook 收集的与您相关的数据相整合。我们利用发送给 Facebook 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Facebook 隐私政策
LinkedIn
我们通过 LinkedIn 在 LinkedIn 提供支持的站点上投放数字广告。根据 LinkedIn 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 LinkedIn 收集的与您相关的数据相整合。我们利用发送给 LinkedIn 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. LinkedIn 隐私政策
Yahoo! Japan
我们通过 Yahoo! Japan 在 Yahoo! Japan 提供支持的站点上投放数字广告。根据 Yahoo! Japan 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Yahoo! Japan 收集的与您相关的数据相整合。我们利用发送给 Yahoo! Japan 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Yahoo! Japan 隐私政策
Naver
我们通过 Naver 在 Naver 提供支持的站点上投放数字广告。根据 Naver 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Naver 收集的与您相关的数据相整合。我们利用发送给 Naver 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Naver 隐私政策
Quantcast
我们通过 Quantcast 在 Quantcast 提供支持的站点上投放数字广告。根据 Quantcast 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Quantcast 收集的与您相关的数据相整合。我们利用发送给 Quantcast 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Quantcast 隐私政策
Call Tracking
我们通过 Call Tracking 为推广活动提供专属的电话号码。从而,使您可以更快地联系我们的支持人员并帮助我们更精确地评估我们的表现。我们可能会通过提供的电话号码收集与您在站点中的活动相关的数据。. Call Tracking 隐私政策
Wunderkind
我们通过 Wunderkind 在 Wunderkind 提供支持的站点上投放数字广告。根据 Wunderkind 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Wunderkind 收集的与您相关的数据相整合。我们利用发送给 Wunderkind 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Wunderkind 隐私政策
ADC Media
我们通过 ADC Media 在 ADC Media 提供支持的站点上投放数字广告。根据 ADC Media 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 ADC Media 收集的与您相关的数据相整合。我们利用发送给 ADC Media 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. ADC Media 隐私政策
AgrantSEM
我们通过 AgrantSEM 在 AgrantSEM 提供支持的站点上投放数字广告。根据 AgrantSEM 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 AgrantSEM 收集的与您相关的数据相整合。我们利用发送给 AgrantSEM 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. AgrantSEM 隐私政策
Bidtellect
我们通过 Bidtellect 在 Bidtellect 提供支持的站点上投放数字广告。根据 Bidtellect 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Bidtellect 收集的与您相关的数据相整合。我们利用发送给 Bidtellect 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Bidtellect 隐私政策
Bing
我们通过 Bing 在 Bing 提供支持的站点上投放数字广告。根据 Bing 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Bing 收集的与您相关的数据相整合。我们利用发送给 Bing 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Bing 隐私政策
G2Crowd
我们通过 G2Crowd 在 G2Crowd 提供支持的站点上投放数字广告。根据 G2Crowd 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 G2Crowd 收集的与您相关的数据相整合。我们利用发送给 G2Crowd 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. G2Crowd 隐私政策
NMPI Display
我们通过 NMPI Display 在 NMPI Display 提供支持的站点上投放数字广告。根据 NMPI Display 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 NMPI Display 收集的与您相关的数据相整合。我们利用发送给 NMPI Display 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. NMPI Display 隐私政策
VK
我们通过 VK 在 VK 提供支持的站点上投放数字广告。根据 VK 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 VK 收集的与您相关的数据相整合。我们利用发送给 VK 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. VK 隐私政策
Adobe Target
我们通过 Adobe Target 测试站点上的新功能并自定义您对这些功能的体验。为此,我们将收集与您在站点中的活动相关的数据。此数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID、您的 Autodesk ID 等。根据功能测试,您可能会体验不同版本的站点;或者,根据访问者属性,您可能会查看个性化内容。. Adobe Target 隐私政策
Google Analytics (Advertising)
我们通过 Google Analytics (Advertising) 在 Google Analytics (Advertising) 提供支持的站点上投放数字广告。根据 Google Analytics (Advertising) 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Google Analytics (Advertising) 收集的与您相关的数据相整合。我们利用发送给 Google Analytics (Advertising) 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Google Analytics (Advertising) 隐私政策
Trendkite
我们通过 Trendkite 在 Trendkite 提供支持的站点上投放数字广告。根据 Trendkite 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Trendkite 收集的与您相关的数据相整合。我们利用发送给 Trendkite 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Trendkite 隐私政策
Hotjar
我们通过 Hotjar 在 Hotjar 提供支持的站点上投放数字广告。根据 Hotjar 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Hotjar 收集的与您相关的数据相整合。我们利用发送给 Hotjar 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Hotjar 隐私政策
6 Sense
我们通过 6 Sense 在 6 Sense 提供支持的站点上投放数字广告。根据 6 Sense 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 6 Sense 收集的与您相关的数据相整合。我们利用发送给 6 Sense 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. 6 Sense 隐私政策
Terminus
我们通过 Terminus 在 Terminus 提供支持的站点上投放数字广告。根据 Terminus 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 Terminus 收集的与您相关的数据相整合。我们利用发送给 Terminus 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. Terminus 隐私政策
StackAdapt
我们通过 StackAdapt 在 StackAdapt 提供支持的站点上投放数字广告。根据 StackAdapt 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 StackAdapt 收集的与您相关的数据相整合。我们利用发送给 StackAdapt 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. StackAdapt 隐私政策
The Trade Desk
我们通过 The Trade Desk 在 The Trade Desk 提供支持的站点上投放数字广告。根据 The Trade Desk 数据以及我们收集的与您在站点中的活动相关的数据,有针对性地提供广告。我们收集的数据可能包含您访问的页面、您启动的试用版、您播放的视频、您购买的东西、您的 IP 地址或设备 ID。可能会将此信息与 The Trade Desk 收集的与您相关的数据相整合。我们利用发送给 The Trade Desk 的数据为您提供更具个性化的数字广告体验并向您展现相关性更强的广告。. The Trade Desk 隐私政策
RollWorks
We use RollWorks to deploy digital advertising on sites supported by RollWorks. Ads are based on both RollWorks data and behavioral data that we collect while you’re on our sites. The data we collect may include pages you’ve visited, trials you’ve initiated, videos you’ve played, purchases you’ve made, and your IP address or device ID. This information may be combined with data that RollWorks has collected from you. We use the data that we provide to RollWorks to better customize your digital advertising experience and present you with more relevant ads. RollWorks Privacy Policy

是否确定要简化联机体验?

我们希望您能够从我们这里获得良好体验。对于上一屏幕中的类别,如果选择“是”,我们将收集并使用您的数据以自定义您的体验并为您构建更好的应用程序。您可以访问我们的“隐私声明”,根据需要更改您的设置。

个性化您的体验,选择由您来做。

我们重视隐私权。我们收集的数据可以帮助我们了解您对我们产品的使用情况、您可能感兴趣的信息以及我们可以在哪些方面做出改善以使您与 Autodesk 的沟通更为顺畅。

我们是否可以收集并使用您的数据,从而为您打造个性化的体验?

通过管理您在此站点的隐私设置来了解个性化体验的好处,或访问我们的隐私声明详细了解您的可用选项。