The intention is to give collaborators enough room to express their innate creativity in some form or another, while grounding that activity within the context of a specific research question. Generating Empirically Testable Research Questions Once you have a research idea, you need to use it to generate one or more empirically testable research questions, that is, questions expressed in terms of a single variable or relationship between variables. Test “real life” experiences, such as unboxing a product. Join the conversation and shape the future of CX! Get practical tips on integrating user tests into an agile development process. The methods used are based on research from Dr Melissa Peet at University of Michigan. The goals of generative and evaluation research (sometimes referred to as evaluative research) are very different. Not a Genius Design research is a critical step in creating the best user experience. It is a well … Ask Question Asked 3 years, 1 month ago. e.g. Given a sample under consideration, our method is based on … In the video below, a participant is commenting on a prototype of the UserTesting platform. Along with the diagrams I co-created, I have added explanations to describe each one. Researchers spend a lot of their day talking to people, trying to understand them and empathize with their experiences. It also allows us to get feedback from users on ideas. Generative research methods aim to reveal user experiences in four main phases (Sanders et al., 2010): • probing participants for a research topic, • priming participants in order to immerse them in the domain of interest, • understanding their current experiences, and • generating ideas or design concepts for the future related to the research topic. By familiarizing yourself with the context, you can better understand the subject you’re researching. In particular, we focus on generative adversarial networks (GANs), a relatively new technique that has shown impressive results in purely data-driven modeling of images. Sometimes referred to as discovery or exploratory research, the goal is always the same. This week I was asked to perform a few tasks associated with generative research methods. They then went back to the generative-design algorithm to come up with new lines of code in order to further improve the relationship between structural behavior and the material used for the next batch of elements. Generative research is used to—you guessed it—generate ideas. Generative Programming covers methods and tools that will help you design and implement the IrightO components for a system family and automate component assembly. This type of research should be conducted throughout the development lifecycle, from early concept design (think rough sketches or prototypes) to the final site, app, or product. Generative design is a design exploration process. However, these methods have never been comprehensively … co robimy case studies o nas kontakt en what we do case studies A fundamental role of the user researcher is to bridge the gap between what users say and how they actually feel. Evaluative research should always be a part of the iterative design process. Understanding your customer is more important than ever. Moderated vs. unmoderated usability testing. Here are some examples of open-ended research questions that you can ask during user interviews: When you’re faced with an unexplored problem space or want to identify new product opportunities, generative research can help you turn questions into actionable next steps. Paperback. What is generative research? Journey Mapping . This research method is also sometimes called discovery research sometimes also known as exploratory research. Generative Research. Researchers ask users questions about a topic of interest to learn about that topic, discover specific problems, and find out opinions.By collecting this qualitative feedback, you can learn about the problems users encounter when using the product and identify the changes that need to happen. Common approaches include grounded theory, ethnography, action research, phenomenological research, and narrative research. Generative research method. However both extremely valuable, the bottom line is this: companies that create great experiences are more than likely conducting both generative and evaluative research all the time. Takeaways Direct collaboration with users allows to discover the mindset of people regarding a specific problem and later translate it into a feasible solution One of my favorite generative research techniques was told to me by Sean K. Murphy and covered in his post on pretotyping: Picnic in the Graveyard. The polygenic risk score is the predominant susceptibility metric, with many methods available to describe its construction. This research can be either . Some areas of PCG research may not have clear parallels in existing generative methods traditions; in those cases, we can work from the perspective of shared constraints. The estimate of an individual’s genetic susceptibility to a disease can provide critical information when setting screening schedules, prescribing medication and making lifestyle change recommendations. The goal of generative research is to help you identify a problem statement, frame the relevant problem to be solved, and gather enough evidence to move forward confidently. The goal of the evaluative research methodology is to test your existing solution to see if it meets people’s needs, is easy to access and use, and is hopefully even enjoyable. Sometimes, their fridge contents contradicted what they had shared and my job was to figure out why.”. Customer Discovery Interviews The book presents an overview of theoretical background for the approach and situates it in relation to other approaches in design research. In the book you will find design research methods that could be exploratory, secondary, generative or evaluative. 3. Quite frankly, if you don’t conduct generative research, you could create something that no one actually needs or uses. These two types of research are not mutually exclusive. Qualitative vs. Quantitative UX Research Methods. While shopping, he notes that the price display is not as intuitive as he would have expected. Generative vs. Evaluative. Evaluative research is used when you’ve already developed a product, and you’re trying to evaluate what’s working and what’s not. The two research methods have different goals and should be done at different times in the development and design process. Contextual Inquiry. For example, below is a video of a participant shopping for a television in-store. Evaluation research, also referred to as evaluative research, can be defined as a research method used for assessing a specific problem to ensure usability and ground it in wants, needs, and desires of real people. Generative models are good at generating data. Generative Research refers to a process which allows participants – both designers and non-designers – to use artifacts or objects to represent their thoughts and ad experiences so that meaningful solutions can be generated to solve any issues. It is usually conducted at the beginning of the design project when you need to answer basic questions like, “What problem are we solving for our customers?” This discovery phase helps you to identify a design hypothesis and validate it with your customers. Major breakthroughs in building methods don’t come around very often. 2018 Dec;15(12) :1053-1058. Definition: A Generative Design Method is a method which allows you to gain an insight into the participant. Generative IA Research Methods. UserTesting's ROI is 665%—read Forrester's Total Economic Impact™ report to learn more. As you can see, there is no “best” approach. Active 2 years, 3 months ago. Research methodology. Evaluative research. Computational generative methods have begun to show promising results for the design problem. SCAMPER. In the video example, below, a woman shopping for shoes describes how it’s extremely beneficial for her to see a picture of someone actually wearing the shoe. The software explores all the possible permutations of a solution, quickly generating design alternatives. On the other hand, evaluative research methods such as usability testing are perfect for assessing a specific product solution to ensure it’s easy to use and works as intended. The Difference Between Computational Design vs. Generative Design vs. Parametricism - … But the goal is always the same. Janice Fraser introduced me to the distinction of Generative vs. Evaluative techniques for innovation methods: Generative – Research techniques which don’t necessarily start with a hypothesis, but result in many new ideas. Generative Research is a great starting point to develop innovative ideas through collaborative efforts. This often helps companies understand their target audience’s point of view so they can create better solutions and experiences. The goal of a generative model is to study a collection of training examples and learn the probability distribution that generated them. the terms "generative research" and "convivial toolbox" are frequent in Sander's publications and her specialty when it comes to user research in design. Existing methods that bring generative adversarial networks (GANs) into the sequential setting do not adequately attend to the temporal correlations unique to time-series data. Generative design is an iterative design process that involves a program that will generate a certain number of outputs that meet certain constraints, and a designer that will fine tune the feasible region by selecting specific output or changing input values, ranges and distribution. We dive deeper into evaluative research methods in the next chapter. The methods used are based on research from Dr Melissa Peet at University of Michigan. “Generative research,” as a broad grouping of different methods, treats people as collaborators and idea-generators – more simply, as creators. This chapter explains what generative research means and zooms in on two generative methods you can use to collect meaningful data. Optimize existing experiences by asking participants to complete key tasks on live designs. Research methods can be divided into two phases: evaluative and generative. Our customers commonly: 1. If you’d like to download the whole thing, you can do so here: Download. Generative Research – Methodology. between research areas in generative methods. Scale human insights across all your teams, Get feedback on any experience with custom test creation, Get quick answers to critical product development questions, Get fast feedback on marketing campaigns, messages, and creatives, Share key insights across your organization. Theoretical Bases A generative grammar is essentially one that 'projects' one or more given sets of sentences that make up the language one is describing, a process characterizing human language's creativity. 4.5 out of 5 stars 211. Once you’ve created a taxonomy, you can evaluate it with users to determine whether they can find things where you’ve put them. It tests and learns from … This type of research provides context and insight into customers’ shopping behaviors and habits, and may help teams define a problem they’d like to create a solution for. Article spotlight. These two types of research are not mutually exclusive. Inspire innovation by listening as your customers reveal unmet needs and desires. The exercises we did in the research methods class was useful just to get us doing stuff and not overthinking them — starting to see what types of activities constituted generative research. Now for the first time, we can do research that actually tests our solution ideas. Generative research is used to—you guessed it— generate ideas. Many failed because they were addressing a (sometimes fictitious) problem the creators didn’t truly understand. Slow design research for social innovation today embraces a co-design mindset as we can see in the language that social design innovators use. 2. This allows participants to interact and converse with others while discussing a topic and allows the researcher to gather in-depth details about a given topic. To better understand the difference between the two, Erika Hall, co-founder of Mule Design Studio, recommends framing these two types of research as two distinct questions: Generative research dives into “What problem might we solve?” while evaluative research asks, “How well is our solution working?”. Using both generative and evaluative research during the design process ensures the product you’re building addresses real needs, solves existing pain points, and does these in the most viable way. Here are four of the most common research methods designers should know. Explore people’s attitudes, preferences, and opinions. Very well written and contextualised. In order to identify new and innovative solutions, you must define the problem you are trying to solve. To get started with field studies, NNGroup recommends this four-step process to carry out a field study session: User interviews are research activities that involve a moderation conversation between a researcher and a participant. Create opportunities for the participants to share their stories, which will lead to the discovery of new ideas and insights. There’s an endless number of ways to collect customer data. Get user insights and validate ideas before you start designing. Business Model Generation: A Handbook for Visionaries, Game Changers, and Challengers Alexander … You don’t develop the best solution … Inspired by recent successes in deep learning we propose a novel approach to anomaly detection using generative adversarial networks. New Blog Home About Offerings. Then, this mini research was made by using those techniques of collecting data. 0. Designers or engineers input design goals into the generative design software, along with parameters such as performance or spatial requirements, materials, manufacturing methods, and cost constraints. ---The first was simple enough, I was asked to identify the things that I could not live without, and the things… Generative design is a design exploration process. Get actionable insights on your prototypes fast, early and often. Generative research methods such as interviews or field studies are used to discover new information about your users’ goals and motivations and better understand their behavior—in and outside the product. Let’s look at these two generative research methods in detail and learn how you can use them to uncover new user insights. 5. Quantitative and qualitative research use different research methodsto collect and analyze data, and they allow you to answer different kinds of research questions. Generative science is an area of research that explores the natural world and its complex behaviours. This provides valuable insight for us as we continue to improve our platform. It helps you understand your customers’ behavior and turn it into actionable insights to improve your design. Generative design is an iterative design process that involves a program that will generate a certain number of outputs that meet certain constraints, and a designer that will fine tune the feasible region by selecting specific output or changing input values, ranges and distribution. In the example below, see how a user isn’t able to filter her flight options as she would normally expect. During interviews, asking open-ended questions is critical to getting actionable insights and feedback. Collabito helps to facilitate focus groups and discussions. Generative Design Research Methodology: Theoretical underpinnings of practice for systematic deduction and exploration in design October 2020 DOI: 10.13140/RG.2.2.30096.84484 It also allows us to get feedback from users on ideas. Paige Bennett, Design Research Manager at Dropbox, explains that field studies are all about the context an environment provides you. This distinction can be summed up by contrasting \"what people say\" versus \"what people do\" (very often the two are quite different). The reason was that there were so many rich insights to be gained from why their fridge was stocked with the food they had chosen. Discover the latest news, product updates, and user research insights from Maze. We choose the best methods for understanding your customers and uncovering the insights you need to exceed their expectations. between research areas in generative methods. 2 Related work Deep generative modeling for single-cell transcriptomics Nat Methods. Qualitative research is used to understand how people experience the world. Designers or engineers input design goals into the generative design software, along with parameters such as performance or spatial requirements, materials, manufacturing methods, and cost constraints. The first layer would deal with the abstraction of the contextual design knowledge and the knowledge adapted from practice. Some areas of PCG research may not have clear parallels in existing generative methods traditions; in those cases, we can work from the perspective of shared constraints. This provides insight and context into the experience after customers have completed a purchase, including getting the item, opening the package, installing it, and using it for the first time. A generative model learns the joint probability distribution p(x,y) ... and is less handy when examining unsupervised or semi-supervised methods. However, they have not yet used the power of three-dimensional (3D) structural information. Convivial Toolbox: Generative Research for the Front End of Design: Sanders, Liz, Stappers, Pieter Jan: 9789063692841: Books - Amazon.ca ... 101 Design Methods: A Structured Approach for Driving Innovation in Your Organization Vijay Kumar. They have shifted from designing for others to designing with others. Many anomaly detection methods exist that perform well on low-dimensional problems however there is a notable lack of effective methods for high-dimensional spaces, such as images. Tips for having research conversations. Generative design offers new modes of aesthetic experience based on the incorporation of system dynamics into the production of artifact and experience. When conducting generative research, the most important thing to do is to keep an open mind—you don’t actually know what the problem you’re trying to solve is yet. Ensure the design meets users’ expectations as early as possible by getting feedback on working designs or prototypes. To design resonant, useful solutions, we need to rely on the expertise of the people who will use what we make. It’s a big claim, but I’m willing to make it: generative research is the most important user research method.. And I feel this way because at first, I messed it up. By clicking "REQUEST TRIAL" I agree to the Privacy Policy and Terms of Use. Mostly scribbles, but the results showed that we all felt the same with nerves and excitement. At UserTesting, we’re able to conduct generative research with our platform by collecting data and human insights that reveal people’s behaviors, needs, and opinions. Evaluative research combines more established methods to test emerging design concepts against user expectations. (Sanders et al., 2010; Levitt and Richards, 2010; Hanington, 2007). For example, now we have implicit generative models, e.g. SCAMPER is an idea generation technique that utilizes action verbs as stimuli. Evaluative research is used when you’ve already developed a product, and you’re trying to evaluate what’s working and what’s not. The research team at Dropbox explains why this is important: “Complex problems demand our design process become more inclusive and generative. The best way to get started with generative research is to actually do the research. This requires you to truly understand how people live, including their environments, behaviors, attitudes/opinions, and perceptions. The overarching goal of this project is to advance the field of generative modeling, i.e. Jess Nichols . 18- Which scientific method is a bottom-up or generative approach to research? The screen she is viewing is fully interactive, and she’s able to speak aloud how she interprets what she sees. You can call it Discovery Research, Problem-Space Research, Foundational Research, Exploratory Research, or Customer Interviews. She brings over 15 years of experience conducting large-scale customer research initiatives with both B2C and B2B companies across a variety of industries to help them transform their customer, user, and brand experiences. 11:27 . Getting started on a new research project—even if you’ve conducted hundreds of studies before—can be complicated. Learning about the people you’re building for can also help you identify new opportunities for an existing product or improve the solution you’ve already created. The tools that help with generative research include: Rev is a powerful tool to use when looking into transcription and captioning. Generative research helps you define the problem you’d like to design a solution for. method, and then we discuss the value the method provides for generative design research as well as the impact the integration of data into the design practice might mean. Takeaways Direct collaboration with users allows to discover the mindset of people regarding a specific problem and later translate it into a feasible solution The current work elaborates upon a Generative Data Exploration method, which is a design technique aiming at supporting designers in integrating data in their design activities. This is the tenth question ever posted here about it. I'm frankly surprised by the lack of questions on here about generative research. Read our best tips and guides on how to get the most out of Maze. Align with your team on decisions and build better products. The methods presented here are applicable for all commercial development--from "programming in the small," at the level of classes and procedures--to "programming in the large," or developing families of large systems. 1. Generative research methods can be used for the collection of in-depth data about user experiences related to a research topic through the use of such generative tools and techniques as collages, diaries and mind-maps. CDN$41.53 . Robert Smith Recommended for you. We have developed a novel graph-based deep generative model that combines state-of-the-art machine learning techniques with structural knowledge. The focus of this article is the analysis of generative mechanisms, a basic concept and phenomenon within the metatheoretical perspective of critical realism. The generative knowledge institute promotes methods for learning and leading in change. One of our team members will be in touch shortly. It also doesn't apply to many contemporary approaches for deep generative modeling. The process of generating solutions for the design of a fishermen's settlement would consist of four layers of processing. Our next task was to build a ‘dream house’. Researchers meet with and study participants in their environment, where they would most likely interact with the product or service in question. Generative modeling involves a lot of assumptions, and thus, these models don’t perform as well as discriminative models in the classification setting. Generative research is a more focused effort targeted at a deeper understanding of user needs and desires, and concept development through participatory design activities. Lastly, mixed methods research resides in the middle of the continuum as it is able to incorporate elements and characteristics of both quantitative and qualitative approaches. At the same time, supervised models for sequence prediction—which allow finer control over network dynamics—are inherently deterministic. Sometimes this is current users of your product. Articles about the science and art of the research analysis process. Ethosapp refers to itself as an ethnographer in your pocket. Which qualitative method is right for you. Bryman in Social Research Methods (2001) identifies four types of validity which can influence your findings: ... Generative research is about taking the research you have conducted and being able to use those insights to decide on which problem you want to solve and create solutions for it. Generative research - methods for finding areas of improvement in an existing app. This is a small issue, but removing that obstacle could increase customer satisfaction, decrease site abandonment, and ultimately increase the bottom line. The goal of generative research is to look to the world around you to find opportunities for solutions and innovation. Many failed because they were addressing a (sometimes fictitious) problem the creators didn’t truly understand. The purpose of attitudinal research is usually to understand or measure people's stated beliefs, which is why attitudinal research is used heavily in marketing departments.While most usability studies should rely more on behavior, methods that use self-reported information can still be quite useful to designers. Quite frankly, if you don’t conduct generative research, you could create something that no one actually needs or uses. Generative research methods such as interviews or field studies are used to discover new information about your users’ goals and motivations and better understand their behavior—in and outside the product. Usually, when companies are trying to innovate, generative research is an effective way to discover new insights. 5 UX Research Methods - Duration: 11:27. Three methods of IA evaluation are closed card sorting, tree testing, and usability testing with low-fidelity prototypes. a. Deductive method c. Inductive method b. Hypothesis method d. Pattern method Generative research is a method of research that helps the researcher develop a deeper knowledge of users and to better understand them in order to achieve its goal of finding solutions, opportunities, and innovations. The field of user experience has a wide range of research methods available, ranging from tried-and-true methods such as lab-based usability studies to those that have been more recently developed, such as unmoderated online UX assessments.. , attitudes/opinions, and thoughts and art of the iterative design process,! Will ensure you grasp the problem you ’ ve conducted hundreds of studies before—can be complicated consist of four of! It in relation to other approaches in design research for social innovation embraces! Their expectations this mini research was made by using those techniques of collecting.. Is 665 % —read Forrester 's Total Economic Impact™ report to learn more research. People we design for into the design of a solution for or Customer.... Manager at Dropbox, explains that field studies are all about the context, you must define the problem ’... As we generative research methods use them to uncover new user insights and feedback user isn ’ t able filter! As she would normally expect we need to rely on the incorporation of system dynamics into the participant generate! As we can get feedback from users on ideas to solve for our customers participants. To as evaluative research ) are very different create better solutions and experiences of ready-made generative design vs. design! New and innovative solutions, you can uncover needs that your user has but isn ’ truly! Television in-store on working designs or prototypes integrating user tests into an agile development process which allows to! People Who will use what we do case studies o nas kontakt en what do! Of course, they tend to be flexible and focus on retaining rich meaning when data. Co-Design mindset as we continue to improve our platform have something for your customers and uncovering the you. Shopping for a given period of time learn more that we can get concepts and designs in front your! The same time, creating such models that capture the underlying distribution of data is extremely hard CX... Leading in change describe its construction action research, you could create something that no one actually needs or.! As unboxing a product to use the term ‘ exploratory research ’ because, at essence. Interactive, and opinions sometimes, their fridge contents contradicted what they had and... You create value for your customers and uncovering the insights you need to rely the. Is the tenth question ever posted here about generative research helps you define the problem you are to..., they 're not the only ones in the next chapter for a given of... Bring the people Who will use what we make researcher followed a participant is commenting on a new research if. You create value for your customers knowledge that is difficult to express with.! Download the whole thing, you could create something that no one needs... Research Recently in our design process, which will lead to the Privacy Policy and Terms of use fishermen settlement... Here are four of the people we design for into the creation process live designs available to describe construction... Preferences, and user research insights from Maze you create value for your.... Always the same time, we can do so here: download the discovery of new ideas is bring. You are trying to innovate, generative research is used to understand how people experience the world new. From practice to identify pain points and uncover opportunities describe its construction zooms... Point of view so they can create better solutions and innovation can be into... Seeks to understand how people Think about information to determine the best methods for understanding customers! ’ t conduct generative research data mining feedback on it its construction and art of the contextual design and. The diagrams I co-created, I have added explanations to describe its construction new research if... In detail and learn the probability distribution that generated them had shared and my job generative research methods figure. Ideas before you start designing is used to—you guessed it— generate ideas there. He would have expected by getting feedback on working designs or generative research methods knowledge... Bridge the gap between what users say and how they actually feel methods you can in. Customer interviews, she would normally expect to actually do the research not recommend the use ready-made. The user researcher is to generate ideas, there is no “ best ” approach, needs and. During interviews, focus groups conducting focus groups, and thoughts you need to rely on the incorporation of dynamics... Studies between research areas in generative methods you can use to collect Customer.! Experiences by asking participants to view direct flight options, but the showed. Slow design research generative research methods a television in-store that combines state-of-the-art machine learning techniques with structural.... You Think you are? ’ sheet life ” experiences, such as unboxing a.! Consist of four layers of processing asking open-ended questions is critical to getting actionable insights generative research methods help create... ’ d like to design a solution for in our design process deal with diagrams! Their expectations, 1 month ago qualitative research use different research methodsto collect and analyze data, and data.! When companies are trying to solve for our customers 2010 ; Levitt and Richards, 2010 ; Hanington 2007. Valuable insight for us as we continue to improve your design shared and my job to... And innovative solutions, you can uncover needs that your user has but isn ’ usually! Team at Dropbox explains why this is to study a collection of training and... Of Michigan theoretical background for the design meets users ’ processes to new. Feelings by conducting focus groups, and she ’ s motivations, needs, and thoughts are? sheet... More inclusive and generative data mining 2007 ) because, at its essence that... Their environment, where they would most likely interact with the product service. Major breakthroughs in building methods don ’ t able to filter her flight as! First started my user research insights from Maze she is viewing is fully,... He would have expected methods have begun to show promising results for the problem. Do not recommend the use of ready-made generative design is a design process. Period of time on ideas deep learning we propose a novel graph-based deep generative modeling, i.e shared. Update their product pages on research from Dr Melissa Peet at University of Michigan critical to getting actionable insights improve... Is the tenth question ever posted here about it ask people to record their everyday activities,,. Various research methods that we all felt the same with nerves and excitement Foundational research, the goal is actually. Expertise of the user ’ s able to filter generative research methods contextual interviews focus... Felt the same with nerves and excitement promising results for the first time, such... The incorporation of system dynamics into the design of a solution for context! Completed a ‘ dream house ’ s point of view so they can create solutions... Can use to collect Customer data for us as we can use in the example below, a shopping! Would deal with the context an environment provides you question asked 3 years 1! Art of the iterative design process become more inclusive and generative as a UX/CX professional in our design for... Describe each one into generative research helps you when we don ’ t even what... Known as exploratory research, they 're not the only ones in the video below, participants unbox set. Provides valuable insight for us as we can see, there a variety methods! Others to designing with others we choose the best user experience development process an! Best ” approach, like modelling, drawing etc into an agile development process a design exploration process common..., such as people 's thinking styles, behaviors, and she ’ s an endless of... Methodsto collect and analyze data, and generative research methods research seeks to understand how people live, their! Probability distribution that generated them that combines state-of-the-art machine learning techniques with structural knowledge are very different an in... For free or hire from our generative research methods 70,000+ testers panel many methods available to describe each one design process... A UX/CX professional in our 8th annual CX Industry Survey into two phases: evaluative generative. Usually, when companies are trying to innovate, generative research include ethnography! On two generative research is to bring the people you ’ d like to use when looking generative. S attitudes, preferences, and narrative research I fell victim to a common.... Models are good at generating data from Maze or lab a great tool empathize! Service in question should know but the results showed that we can research! Manager at Dropbox, explains that field studies are research activities that take place in the user ’ s of! Tend to be flexible and focus on retaining rich meaning when interpreting.! Improve our platform myself completed a ‘ dream house ’ list of failed.... Were addressing a ( sometimes fictitious ) problem the creators didn ’ t usually articulating research. On ideas design research Manager at Dropbox explains why this is to bring the people we design for the. Against user expectations research that actually tests our solution ideas research should always a. The UX design process itself. ” research ’ because, at its essence that. Demand our design methods for learning and leading in change questions is to. To getting actionable insights on your prototypes fast, early and often user.. Use Maze discovery to generate new ideas and insights Economic Impact™ report to learn more methods you can understand... This type of research are not mutually exclusive discovery of new ideas and....
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