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Process Analytics Market - An Emerging Hint of Opportunity
According to a new report published by Allied Market Research, titled, “Process Analytics Market, by Process Mining Type (Process discovery, Process conformance, Process enhancement), by Deployment Mode (On Premise, Cloud), by Organization Size (Large Enterprises, Small and Medium Enterprises), by Application (Business Process, Information Technology Process, Customer Interaction): Global Opportunity Analysis and Industry Forecast, 2021–2031”.
The process analytics market was valued at $469.86 million in 2021, and is estimated to reach $18.6 billion by 2031, growing at a CAGR of 44.6% from 2022 to 2031.
Process analytics is a type of system that helps in analyzing and controlling the manufacturing processes. It also measures critical quality parameters and performance attributes of raw and in-process materials. In addition, it enables in-process data to be used for assessing the quality of a batch during manufacture, significantly reduces the need for finished product testing, and as a result, improves lead times. Furthermore, digital transformation is empowering users’ awareness for analyzing and understanding business processes and increase in adoption of algorithmic business are the significant growth opportunities for the future prospects of process analytics market forecast. In addition, rise in implementation of task-level automation is positively impacting the growth of the process analytics market. However, competition from open-source alternatives is hampering the demand for commercial solutions and lack of skills and expertise limit the market growth. On the contrary, the need to focus on enhancing the customer experience is expected to offer remunerative opportunities for expansion of the process analytics industry during the forecast period.
On the basis of organization size, the large enterprises segment dominated the overall process analytics market in 2021, and is expected to continue this trend during the forecast period. This is attributed to process analytics solutions enabling enterprises to monitor and regulate complex business and Information Technology (IT) processes. However, small and medium size enterprise segment is expected to witness highest growth as various SMEs industries from different domains have been trying to build process system infrastructures that are more dynamic, agile, and cost-efficient, which is expected to further fuel the growth of the global process analytics industry.
Region wise, the process analytics market was dominated by North America in 2021, and is expected to retain its position during the forecast period, owing to rapidly growing digital landscape of the region and rise in initial adoption of advanced process analytics technology by the manufacturing enterprises. However, owing to its growing adoption of process analytics in manufacturing and IT & telecom sector across the developing countries in this region, is anticipated to drive the industry growth for the processing analytics market in Asia-Pacific region.
Inquiry Before Buying: https://www.alliedmarketresearch.com/purchase-enquiry/5970
The spread of COVID-19 has been disrupting the world, businesses, and economies and has impacted the way of living of the masses and approaches adopted by enterprises for business management. The ability of enterprises to sustain this pandemic has become challenging for them as they are shifting focus from growth opportunities and concentrate on implementing measures to mitigate the impact of COVID-19. The upcoming analytics projects are kept on hold owing to the pandemic. Several companies are competing with each other to gain a process analytical solution to adopt the process analytics. Businesses have already started efforts to return to their fully operating conditions and are facing multiple challenges in terms of enhancing the process, due to impact of the pandemic on customer base and operations. Therefore, companies are looking forward to update their manufacturing process by implementing process analytics.
KEY FINDINGS OF THE STUDY
By process mining type, the process discovery segment accounted for the largest process analytics market share in 2021.
By region, North America generated highest revenue in 2021.
By organization size, the large enterprise segment generated the highest revenue in 2021.
The key players profiled in the process analytics market analysis are Celonis, Fluxicon BV, Icaro Tech, Kofax Inc., Logpickr, Scheer GmbH, Worksoft, Inc., Minit, Monkey Mining BV, and ABBYY. These players have adopted various strategies to increase their market penetration and strengthen their position in the industry.
About Us:
Allied Market Research (AMR) is a full-service market research and business-consulting wing of Allied Analytics LLP based in Portland, Oregon. Allied Market Research provides global enterprises as well as medium and small businesses with unmatched quality of “Market Research Reports Insights” and “Business Intelligence Solutions.” AMR has a targeted view to provide business insights and consulting to assist its clients to make strategic business decisions and achieve sustainable growth in their respective market domain.
#process analytics#Information#Infrastructure & Network Security#Business Process#Information Technology Process#Customer Interaction
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Exploring Career and Job Opportunities in Davao City Philippines
Davao City, recognized as one of the Philippines' most progressive cities, continues to experience remarkable economic growth, creating a vibrant job market that attracts professionals from across the country. The city's diverse economy offers numerous employment opportunities, from entry-level positions to executive roles, making it an attractive destination for job seekers at all career stages.
The Business Process Outsourcing (BPO) sector stands as one of the largest employers in Davao City, providing thousands of jobs across various specializations. Companies in this sector actively recruit customer service representatives, technical support specialists, and quality assurance analysts, offering competitive salaries and comprehensive benefits packages. The industry's continued expansion has created numerous opportunities for career advancement, with many organizations promoting from within and providing extensive training programs.
Part-time employment opportunities have also flourished in Davao City, catering to students, professionals seeking additional income, and individuals preferring flexible work arrangements. The retail sector, food service industry, and education field offer numerous part-time positions with varying schedules and responsibilities. These roles often provide valuable work experience and can serve as stepping stones to full-time careers.
The Information Technology sector in Davao has seen significant growth, with many companies seeking software developers, web designers, and IT support specialists. This growth has been fueled by the city's improving technological infrastructure and the increasing number of tech-focused businesses establishing operations in the region. Tech professionals can find opportunities in both established companies and startups, with many positions offering competitive compensation and the possibility of remote work arrangements.
Davao's hospitality and tourism industry continues to expand, creating jobs in hotels, restaurants, travel agencies, and tour operations. The sector offers positions ranging from entry-level service roles to management positions, with many employers providing training and development opportunities. The industry's growth has also sparked demand for professionals in events management and tourism marketing.
The education sector presents numerous opportunities for both full-time and part-time employment. Educational institutions regularly seek teachers, tutors, and administrative staff. The rise of online learning has created additional opportunities for English language teachers and academic consultants who can work flexible hours from home or teaching centers.
Job hiring in Davao, the digital economy has opened new avenues for employment. E-commerce specialists, digital content creators, and social media managers are in high demand as businesses increasingly establish their online presence. These positions often offer the flexibility of remote work while providing competitive compensation packages.
Professional development resources are readily available in Davao City, with numerous institutions offering skills training programs and industry certifications. Job seekers can access career counseling services, resume writing assistance, and interview coaching through various employment support organizations. These resources prove invaluable in helping candidates prepare for and secure desired positions.
The financial services sector in Davao has also experienced substantial growth, creating opportunities for banking professionals, insurance specialists, and investment consultants. These positions typically offer attractive compensation packages, including performance bonuses and health benefits, making them highly sought after by experienced professionals.
Davao's agricultural sector continues to evolve, combining traditional farming with modern agribusiness practices. This has created opportunities for agricultural technologists, food processing specialists, and supply chain professionals. The sector offers both technical and management positions, with many companies providing specialized training and development programs.
For those entering Davao's job market, proper preparation is essential. Successful job seekers typically maintain updated resumes, prepare comprehensive portfolios, and stay informed about industry developments. Professional networking, both online and offline, plays a crucial role in discovering opportunities and advancing careers in the city.
The future of Davao's job market looks promising, with emerging industries creating new employment opportunities. The city's commitment to economic development, coupled with its strategic location and robust infrastructure, continues to attract businesses and investors, ensuring a steady stream of job opportunities for qualified candidates.
Whether seeking full-time employment or part-time job in Davao City offers a diverse range of opportunities across multiple industries. Success in this dynamic job market often comes to those who combine proper preparation with continuous skill development and effective networking. As the city continues to grow and evolve, its job market remains a beacon of opportunity for professionals seeking to build meaningful careers in Mindanao's premier business hub.
#Davao City#recognized as one of the Philippines' most progressive cities#continues to experience remarkable economic growth#creating a vibrant job market that attracts professionals from across the country. The city's diverse economy offers numerous employment op#from entry-level positions to executive roles#making it an attractive destination for job seekers at all career stages.#The Business Process Outsourcing (BPO) sector stands as one of the largest employers in Davao City#providing thousands of jobs across various specializations. Companies in this sector actively recruit customer service representatives#technical support specialists#and quality assurance analysts#offering competitive salaries and comprehensive benefits packages. The industry's continued expansion has created numerous opportunities fo#with many organizations promoting from within and providing extensive training programs.#Part-time employment opportunities have also flourished in Davao City#catering to students#professionals seeking additional income#and individuals preferring flexible work arrangements. The retail sector#food service industry#and education field offer numerous part-time positions with varying schedules and responsibilities. These roles often provide valuable work#The Information Technology sector in Davao has seen significant growth#with many companies seeking software developers#web designers#and IT support specialists. This growth has been fueled by the city's improving technological infrastructure and the increasing number of t#with many positions offering competitive compensation and the possibility of remote work arrangements.#Davao's hospitality and tourism industry continues to expand#creating jobs in hotels#restaurants#travel agencies#and tour operations. The sector offers positions ranging from entry-level service roles to management positions#with many employers providing training and development opportunities. The industry's growth has also sparked demand for professionals in ev#The education sector presents numerous opportunities for both full-time and part-time employment. Educational institutions regularly seek t
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Deep Learning, Deconstructed: A Physics-Informed Perspective on AI’s Inner Workings
Dr. Yasaman Bahri’s seminar offers a profound glimpse into the complexities of deep learning, merging empirical successes with theoretical foundations. Dr. Bahri’s distinct background, weaving together statistical physics, machine learning, and condensed matter physics, uniquely positions her to dissect the intricacies of deep neural networks. Her journey from a physics-centric PhD at UC Berkeley, influenced by computer science seminars, exemplifies the burgeoning synergy between physics and machine learning, underscoring the value of interdisciplinary approaches in elucidating deep learning’s mysteries.
At the heart of Dr. Bahri’s research lies the intriguing equivalence between neural networks and Gaussian processes in the infinite width limit, facilitated by the Central Limit Theorem. This theorem, by implying that the distribution of outputs from a neural network will approach a Gaussian distribution as the width of the network increases, provides a probabilistic framework for understanding neural network behavior. The derivation of Gaussian processes from various neural network architectures not only yields state-of-the-art kernels but also sheds light on the dynamics of optimization, enabling more precise predictions of model performance.
The discussion on scaling laws is multifaceted, encompassing empirical observations, theoretical underpinnings, and the intricate dance between model size, computational resources, and the volume of training data. While model quality often improves monotonically with these factors, reaching a point of diminishing returns, understanding these dynamics is crucial for efficient model design. Interestingly, the strategic selection of data emerges as a critical factor in surpassing the limitations imposed by power-law scaling, though this approach also presents challenges, including the risk of introducing biases and the need for domain-specific strategies.
As the field of deep learning continues to evolve, Dr. Bahri’s work serves as a beacon, illuminating the path forward. The imperative for interdisciplinary collaboration, combining the rigor of physics with the adaptability of machine learning, cannot be overstated. Moreover, the pursuit of personalized scaling laws, tailored to the unique characteristics of each problem domain, promises to revolutionize model efficiency. As researchers and practitioners navigate this complex landscape, they are left to ponder: What unforeseen synergies await discovery at the intersection of physics and deep learning, and how might these transform the future of artificial intelligence?
Yasaman Bahri: A First-Principle Approach to Understanding Deep Learning (DDPS Webinar, Lawrence Livermore National Laboratory, November 2024)
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Sunday, November 24, 2024
#deep learning#physics informed ai#machine learning research#interdisciplinary approaches#scaling laws#gaussian processes#neural networks#artificial intelligence#ai theory#computational science#data science#technology convergence#innovation in ai#webinar#ai assisted writing#machine art#Youtube
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Shuffling Robot Uses Biological Muscle to Move and Spin - Technology Org
New Post has been published on https://thedigitalinsider.com/shuffling-robot-uses-biological-muscle-to-move-and-spin-technology-org/
Shuffling Robot Uses Biological Muscle to Move and Spin - Technology Org
Researchers at the University of Tokyo have created a two-legged biohybrid robot, combining an artificial skeleton with biological muscle, which is capable of walking and pivoting underwater.
Typical biohybrid robots can move in straight lines or perform large turns but struggle to carry out finer movements in smaller spaces. This makes them unsuitable for use in areas with many obstacles, such as in search and rescue operations.
The new robot can pivot on one foot, enabling it to turn within a small circle. At present, it can only work underwater as the lab-grown muscle dries out quickly when exposed to air, losing effectiveness. However, the researchers foresee that it would be possible to create future iterations which can walk on land, by using thicker muscles with their own nutrient supplies and possibly covering them in artificial skin.
Labeled illustration and image of robot. These labeled pictures show the flexible body of the robot, made from skeletal muscle tissue and a clear flexible silicone substrate, attached to the weighted 3D printed legs and feet. Image credit: Kinjo et al/ Matter
If I ask you to imagine a robot made of living muscle on an artificial skeleton, the striding form of a part human, part machine cyborg may come to mind. But the truth is that we are still just taking baby steps when it comes to creating biohybrid, natural-artificial robots.
Building real-life biohybrid robots which can walk like a human, let alone stride or run like one, is a big challenge. Professor Shoji Takeuchi and his team from the Graduate School of Information Science and Technology at the University of Tokyo have taken on this challenge in their latest research.
“By incorporating living tissues as part of a robot, we can make use of the superior functions of living organisms. In our latest research, we combined lab-grown skeletal muscle tissue with flexible artificial legs and 3D-printed feet. Using the muscle tissue to move the legs allowed us to create a small robot with efficient, silent movements and a soft touch,” explained Takeuchi.
This sped-up GIF of the robot underwater shows the legs walking forward, with the muscle contractions being stimulated by electricity. Image credit: Kinjo et al/ Matter/University of Tokyo
The researchers began by growing skeletal muscle in molds to create strips. The muscle tissue loses its ability to move when it becomes too dry, so the robot was designed to be suspended in water. The team made a lightweight skeleton from a floating styrene board, a flexible silicone-based body, acrylic resin legs with brass wire weights, and 3D-printed feet. Two strips of muscle tissue were attached from the body to the feet of the robot, completing the legs.
Each leg was stimulated using hand-held gold electrodes to deliver a charge, similar to your brain sending electrical signals to your body to move. This caused the muscle tissue to contract and the robot to “walk” when the legs were stimulated one after the other.
By stimulating each leg at five-second intervals, they were able to move the robot at a speed of 5.4 millimeters per minute. Although it might not seem particularly fast, the speed of its leg movements was comparable to that of other biohybrid robots.
“Initially, we weren’t at all sure that achieving bipedal walking was possible, so it was truly surprising when we succeeded,” said Takeuchi.
“Our biohybrid robot managed to perform forward and turning movements with a bipedal walk by effectively balancing four key forces: the muscle contractile force, the restorative force of the flexible body, the gravity acting on the weight, and the buoyancy of the float.”
Explanation of walking movement. The top illustrations show the three phases of the robot’s movement: first, lifting the foot; second, the foot hangs suspended; and third, it lands. The graph below shows the distance traveled and time it took for each phase, the longest being the hanging phase. The combination of the three phases leads to one step. Image credit: Kinjo et al/ Matter/University of Tokyo
The team is now considering how to create a smoother-moving robot that can walk on land by developing methods to stimulate the muscles remotely and creating thicker muscles with a nutrient supply to sustain them.
Takeuchi said: “We’re working on designing robots with joints and additional muscle tissues to enable more sophisticated walking capabilities. Our findings offer valuable insights for the advancement of soft flexible robots powered by muscle tissue and have the potential to contribute to a deeper understanding of biological locomotion mechanisms, further enabling us to mimic the intricacies of human walking in robots.”
Source: University of Tokyo
#3d#air#artificial#artificial muscles#baby#Biotechnology news#board#Brain#Building#challenge#Chemistry & materials science news#Developments#electricity#electrodes#Explained#explanation#Featured information processing#Featured life sciences news#Featured technology news#Featured video#form#Future#gif#gold#Graph#gravity#hand#Hardware & gadgets#how#how to
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What is the saying about the "best laid plans - or in this case graphics?"
#DND Case Study#Gartner#Gartner Graphics#Mapping Data and Analytics to Business Process Outcomes#procuretech#Risk Information decision influence model#Technology Adoption Roadmap#Visualizing Cost of GenAI
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Revolutionize Your Receivables with Atcuality’s Collection Platform
Struggling with outdated manual collection processes? Atcuality’s comprehensive cash collection application provides everything your business needs to streamline payment collection and reconciliation. Our feature-rich platform supports real-time monitoring, customizable workflows, multi-currency support, and advanced security features. Designed to empower field agents and finance managers alike, our application reduces operational overhead while improving transparency and accountability. Seamless integration with ERP systems ensures smooth data flow across your organization. From retail networks to field services and utility providers, businesses trust Atcuality to simplify collections and boost cash flow. Partner with us to modernize your operations, improve customer satisfaction, and drive sustainable growth. Experience digital transformation with Atcuality.
#seo marketing#digital marketing#artificial intelligence#iot applications#seo agency#seo services#azure cloud services#seo company#amazon web services#ai powered application#cash collection application#software engineering#software testing#software company#software services#information technology#software development#technology#software#software consulting#applications#application development#mobile application development#ai applications#application security#application modernization#application process#application services#app design#app developers
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Generative Art/Creating Art With Code/p5.js Masterlist
#creative coding#generative art#p5js#p5.js#javascript#coding#open processing#tech#technology#masterlist#creating art with code#informative#educational#artists on tumblr
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Engineering Excellence into Every Digital Experience - Atcuality
Atcuality is at the forefront of software innovation, delivering customized solutions for businesses across industries. With a focus on functionality, security, and scalability, we design applications that adapt to your evolving business needs. Our projects span mobile apps, enterprise software, and integrated systems that bridge communication gaps and enhance productivity. A core part of our offerings includes our proprietary cash collection application, built to support field executives and finance teams in tracking, managing, and optimizing daily collections. It ensures data accuracy, enforces accountability, and provides real-time visibility into receivables. With features like GPS tracking, on-site digital receipts, and backend sync, it's a game-changer for businesses that deal with high-volume cash transactions. Partner with Atcuality to turn your digital vision into a robust, scalable reality.
#artificial intelligence#ai applications#augmented and virtual reality market#website development#augmented reality#digital marketing#information technology#web design#web development#application development#software#application#app#applications#app development#app developers#app design#application modernization#custom application development#application security#application process#software development#software engineering#software testing#software company#software services#cybersecurity#technology#software solutions#emailmarketing
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#it recruitment#recruitment process outsourcing#recruitment#it recruitment services#it recruitment agency#it recruiting agency#recruiters#jobsearch#career#resume#opportunities#jobseekers#recruitment services#recruitment agencies#education#staffingsolutions#staffing agency#software engineering#software development#software company#software testing#web developers#information technology#saas#hire developers#the recruiter x reader#squid game recruiter#hiring and recruiting
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I’ve worked in databases professionally for a number of years for companies large and small so there’s a few… notes here that make this hilarious to me:
First, If you honestly think that there’s “one” database that handles all this information for the most powerful country in the history of the world… I feel sorry for you buddy
Second, there can be a whole host of reasons why some field labeled “death” can be false, a few off the top of my head:
“DEATH” just means death of the record, not the person
Old/outdated data
Are there entries of NULL anywhere?
Are there any duplicates?
Is this database following normalization rules?
Can you tie any of this data to actual payouts?
Is this table actually used for that purpose?
Is this a down-stream table that is for a different kind of processing/reporting?
Databases can be a mess to work with and context matters here. Of course, given his tweet about how “the government doesn’t use sql” I’m willing to bet he doesn’t know a lick of what he’s talking about here.
It just makes me so mad because… I do this exact kind of work for a living and I would not for the LIFE of me just prance around talking about how this data is bad without some sort of justication that it’s a) relevant to discussions and b) I’m at least fairly confident this is the case
I wouldn’t trust in any way, shape, or form
#sql#information technology#code#elon musk#coding#data#database#and another thing I’m sure this data connects to other systems before anything is processed like omg
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Punched Cards

In 1955, 4.5 megabytes of data was stored on 62,500 punched cards, illustrating just how far technology has come since then.
Punched cards were a primary method of data storage and input in the mid-20th century. Each card could hold a small amount of information, typically one line of code or a set of instructions.
This process required significant physical space and manpower, with each card needing to be carefully organized and processed by a machine.
The image of 62,500 punched cards serves as a striking reminder of the limitations of early computing technology.
The massive volume of cards needed to store a relatively small amount of data highlights the inefficiency of early data storage methods.
As computers evolved, more compact and efficient ways of storing and processing data emerged, eventually leading to the development of modern digital storage devices.
Looking back at the use of punched cards emphasizes the rapid technological advancements in computing that have occurred over the last several decades.
Today, we can store far more data in incredibly small devices, thanks to innovations in memory storage and processing power.
The 1955 punched card system now stands as a historical marker, showcasing the ingenuity and persistence that led to the computing revolution.
© History Facts
#punched cards#megabyte#data#data storage#data input#computer technology#technology#information#code#computing technology#digital storage devices#memory storage#processing power#punched card system#innovation
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The Importance of Land Acquisition and Monitoring for Sustainable Development
Land acquisition and monitoring play a crucial role in shaping sustainable development by ensuring that land resources are used efficiently, equitably, and responsibly. Whether for infrastructure development, urban expansion, or agricultural projects, these processes must align with environmental and social goals. As the demand for land increases, the use of advanced tools like land management software, GIS-based land management systems, and land asset management software has become critical for driving sustainable outcomes.
#Land acquisition#Land acquisition process#Sustainable development#Land monitoring#Sustainable land management#Land management system#cyberswift#GIS-based land management#Land use planning#Environmental sustainability#Land records management#Land survey and mapping#Land asset management#Digital land monitoring#victoryofgoodoverevil#Sustainable land practices#Regulatory compliance in land acquisition#Role of technology in land monitoring#land management software#land management solutions#land asset management software#land management system#land acquisition software#land management system software#Land software#Land Allotment Software#Land Information management System#GIS based land management System#GIS based land records management#Land Records Management System
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Start Your Journey to the USA at Elmhurst University! Looking to target Spring 2025 for your studies? Choose from top graduate programs like Computer Information Technology, MBA, Business Management, and Project Management. With a GPA of 3.0, no GRE/GMAT required, and test scores like TOEFL 79, IELTS 6.5, PTE 54, or DET 110, your path to the USA is clear. Partner with iBook Consultancy, the most trusted US visa consultancy in Hyderabad, to simplify your application process and achieve your academic dreams! 🇺🇸📚
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Are We On The Brink Of A Revolution? (Tone: 400)
Eric Weinstein discusses the potential for a political and social revolution driven by misinformation and AI governance. #Politics #AI #Revolution
September 2nd, 2024 by @ChrisWillx Eric Weinstein – Are We On The Brink Of A Revolution? ABOUT THIS VIDEO: In the video “Are We On The Brink Of A Revolution?” by Eric Weinstein, he discusses the current state of political, economic, and scientific systems in the United States and globally. Weinstein explores the concept of a managed reality, where societal narratives are carefully controlled…

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#AI in politics#AI Technology#censorship#civic engagement#conspiracy theories#democratic process#Eric Weinstein#future governance#Global Politics#information control#international order#managed reality#media bias#media manipulation#political disruption#Political Predictions#political stability#populism#revolutionary ideas#science funding#Social Unrest#string theory debate#tech regulation#U.S. Elections
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