I am currently a Senior Researcher at L3S Research Center, Leibniz University Hannover, Germany.

Human body segmentation project for CS 191, Senior research project.

Brain storming like a senior research scientist

This repository contains the equity research report (pdf), stock pitch slide deck (ppt), financial models (xl), and a couple other preliminary analysis slides all conducted for the purpose of researching Mead Johnson Nutrition company. All the documents were prepared by me for a potential investment opportunity when I was a Senior Analyst for the Student Investment Fund at the School of Accounting and Finance at the University of Waterloo.

We have come a long way since I was a child in the 1960s when all I wanted for Christmas was a slinky and some Rock’Em – Sock’Em Robots. Now imagine we have traveled ten years into the future, and it is Christmas 2031. Alexa has replaced kids’ parents and Santa Claus. Every toy is connected to the Internet and looks like a robot version of the animal it represents. Clean thermonuclear Christmas trees will be providing us with radiant, gamma-ray energy for all our holiday needs. Pogo sticks have also made a comeback, but they are solar-powered and can leap entire city blocks. And while I am busy pretending to be the Ghost of Christmas Future, I thought it would also be fun to ask the Office of the CTO team about their predictions for futuristic, technical toys. So, I posed these two questions: What cool TECHNICAL toy or gadget would you like Santa to bring you this year in 2021? As a participating member of the Office of the CTO, what cool TECHNICAL toy or gadget (that has not yet been invented) would you like Santa to bring you in 10 years from now in 2031? christmas wishlist for the octo team overlay You know what? We just might see I see a sneak preview of some of these magical tech toys of the future in just a few weeks at the CES 2022 conference. In the meantime, take a look at the wish list from all of our Extreme technical gurus: Marcus Burton – Wireless and Cloud Architect Christmas Wish 2021: Is a Tesla Cybertruck an option? I’ll even take a prototype. That will scratch several technology itches at the same time. Think about it…EV, autonomous driving, AI, 5G probably, cloud-connected, mobile-first, and all the best in materials sciences and mechanical engineering applied to trucks. What more could an outdoorsy tech guy want? Christmas Wish 2031: I’m kinda thinking that while everyone else has their brain slurped out in the metaverse (with VR!), I will prefer to go to the actual mountains. But you know, I have a wife and kids, so I have to think about safety. So here’s my wish: a smart personal device that has a full week of battery life (using ultra-thin silicon wafers) with rapid solar charging, LEO satellite connectivity (for sending “eat your heart out” 3D pics to my friends from the “there’s no 6G here” wilderness), and ultra-HD terrain feature maps for modern navigation. Carla Guzzetti – VP, Experience, Messaging & Enablement Christmas Wish 2021: I want this: Meeting Owl Pro – 360-Degree, 1080p HD Smart Video Conference Camera, Microphone, and Speaker Christmas Wish 2031: I want a gadget where we can have virtual meetings without the need for a wearable! Who wants to wear heavy goggles all day? Doug McDonald – Director of Product Management Christmas Wish 2021: As a technologist often looking for a balance between screen time and health and fitness I hope Santa brings me the Aura Strap. The Aura strap adds additional IoT sensory capabilities to compliment your Apple smartwatch. Bioelectrical impedance analysis is the cutting-edge science behind the AURA Strap. This innovation provides a way to truly see how your body changes over the course of a day. Their body composition analysis includes fat, muscle mass, minerals, and hydration; providing personalized insights that improve the results of your workouts, diet, and your lifestyle as a whole. Christmas Wish 2031: Hopefully, this innovation will be here sooner. Still, in the spirit of my first wish from Santa, I also hope to have a service engine warning light for me. The concept is utilizing advancements in biomedical sensory devices to pinpoint potential changes in your physical metrics that may help in seeking medical attention sooner than later if variances in health data occur. I spoke about this concept in the Digital Diagnosis episode of the Inflection Points podcast from the Office of the CTO. Ed Koehler – Principal Engineer Christmas Wish 2021: My answers are short and sweet. I want a nice drone with high-resolution pan, tilt, and zoom (PTZ) cameras. Christmas Wish 2031: In ten years, I want a drone that I can sit inside and fly away! Puneet Sehgal – Business Initiatives Program Manager Christmas Wish 2021: I have always wanted to enjoy the world from a bird’s eye view. Therefore, my wish is for Santa to bring me a good-quality drone camera this year. It is amazing how quickly drones have evolved from commercial /military use to becoming a personal gadget. Christmas Wish 2031: In 2031, I wish Santa could get me a virtual reality (VR) trainer to help me internalize physical motion by looking at a simulation video while sending an electrical impulse to mimic it. It will open endless possibilities, and I could become an ice skater, a karate expert, or a pianist – all in one. Maybe similar research is already being done, but we are far away from something like this maturing for practical use. So, who knows – it’s Santa after all and we are talking 2031! Tim Harrison – Director of Product Marketing, Service Provider Christmas Wish 2021: This year, I would love to extend my audio recording setup and move from a digital 24 channel mixer to a control surface that integrates with my DAW (digital audio workstation) and allows me to use my outboard microphone pre-amps. I’ve been looking at an ICON QCon Pro G2 plus one QCon EX G2 extender to give me direct control over 16 channels at once (I use 16 channels just for my drum kit). Christmas Wish 2031: Ten years from now, I sincerely hope to receive an anti-gravity platform. First, I’ll be old, and climbing stairs will have become more challenging for these creaky old bones. Secondly, who hasn’t hoped for a REAL hoverboard? Once we know what gravity is “made of,” we can start making it easier to manipulate objects on earth and make space more habitable for human physiology. Either that or a puppy. Puppy sitting Divya Balu Pazhayannur – Director of Business Initiatives Christmas Wish 2021: I’m upgrading parts of my house over the holidays and browsing online for kitchen and laundry appliances. If you had told me that I would be spending three hours reading blogs on choosing the right cooktop for me, I would not have believed you. Does it have the right power, is it reliable, is it Wi-Fi enabled, can you talk to it – I’m kidding on that last one. Having said that, I’d love to get the Bosch Benchmark Gas Stovetop. Although I can’t speak to my appliance, its minimalist look has me writing it down on my wish list for Santa. I’ll even offer him some crispy dosas in exchange. Christmas Wish 2031: Apart from flying cars and personal robot assistants, I’d love to get the gift of better connectivity. I miss my family and friends in India, and it would be amazing to engage with them through holographic technology. I imagine it would allow for a much higher level of communication than today’s ‘talking head’ approach. Although do I want my family sitting with me in my living room? Still – I’d like to think a holograph would be just fantastic. Yury Ostrovsky – Sr. Technology Manager Christmas Wish 2021: I believe 2022 will be the year of VR toys. Virtual Reality is already popular, but I believe more applications will be developed in this area. We might see radio waves coming from different sources (Wi-Fi, LTE, 5G, BT, etc.) and visualize propagation in real-time. Christmas Wish 2031: “Prediction is very difficult, especially if it’s about the future” – Niels Bohr Kurt Semba – Principal Architect Christmas Wish 2021: The Crown from Neurosity. It helps you get and stay in a deep focus to improve your work and gaming results. Christmas Wish 2031: A non-evasive health device that can quickly look deep into your body and cells and explain why you are not feeling well today. Jon Filson – Senior Producer, Content Christmas Wish 2021: I want a large rollable TV by LG. In part because I watch a lot of football. And while I have a Smart TV, I still can’t get it to connect to my Bluetooth speaker … so while I love it, I want it to work better, and isn’t that so often the way with tech? But more than that, I don’t like and have never liked that rooms have to be designed around TVs. They are big, which is fine, but they are often in the way, which is less so. They should disappear when not in use. It’s $100,000 so I don’t expect it any time soon. But it’s an idea whose time has come. Christmas Wish 2031: I cheated on this one and asked my 12-year-old son Jack what he would want. It’s the portal gun, from Rick and Morty, a show in which a crazed scientist named Rick takes his grandson Morty on wacky adventures in a multi-verse. That last part is important to me. Kids today are already well into multi-verses, while we adults are just struggling to make one decent Metaverse. The next generation is already way ahead of us digitally speaking, it’s clear. Alexey Reznik – Senior UX Designer Christmas Wish 2021: This awesome toy: DJI Mavic 2 Pro – Drone Quadcopter UAV with Hasselblad Camera 3-Axis Gimbal HDR 4K Video Adjustable Aperture 20MP 1″ CMOS Sensor, up to 48mph, Gray Christmas Wish 2031: Something along these lines: BMW Motorrad VISION NEXT 100 BMW Motorcycle Michael Rash – Distinguished Engineer – Security Christmas Wish 2021: Satechi USB-C Multiport MX Adapter – Dual 4K HDMI. Christmas Wish 2031: A virtual reality headset that actually works. Alena Amir – Senior Content and Communications Manager Christmas Wish 2021: With conversations around VR/AR and the metaverse taking the world by storm, Santa could help out with an Oculus Quest. Purely for research purposes of course! Christmas Wish 2031: The 1985 movie, Back to the Future, was a family favorite and sure we didn’t get it all exactly right by 2015 but hey, it’s almost 2022! About time we get those hoverboards! David Coleman – Director of Wireless Christmas Wish 2021: Well, it looks like drones are the #1 wish item for 2021, and I am no exception. My wife and I just bought a home in the mountains of Blue Ridge, Georgia, where there is an abundance of wildlife. I want a state-of-the-art drone for bear surveillance. Christmas Wish 2031: In ten years, I will be 71 years old, and I hope to be at least semi-retired and savoring the fruits of my long tech career. Even though we are looking to the future, I want a time machine to revisit the past. I would travel back to July 16th, 1969, and watch Apollo 11 liftoff from Cape Kennedy to the moon. I actually did that as a nine-year-old kid. Oh, and I would also travel back to 1966 and play with my Rock’Em – Sock’Em Robots. Rock'em Sock'em Robots To summarize, our peeps in the Office of the CTO all envision Christmas 2031, where the way we interact as a society will have progressed. In 2021, we already have unlimited access to information, so future tech toys might depend less on magical new technologies and more on the kinds of experiences these new technologies can create. And when those experiences can be shared across the globe in real-time, the world gains an opportunity to learn from each other and grow together in ways that would never have been possible.

Senior A.I. project to generate realistic news articles like those found on CNN, NYTimes, Fox News, etc. Future research will involve conducting surveys to evaluate people's ability to detect the difference between real news and dopplegangers.

This is a collaboration site of the Electric Power Research Institute (EPRI) for the Senior Design Program, advancing the substation simulator.

Most University students are uncertain which research topic to choose for their final year research projects.The students are supposed to learn and demonstrate exceptional skills in problem solving , Analysis , Implementation , presentation and Communication and write reports to graduate with good grades. But the selection of research topics can be over whelming.Hence , they usually look for guidance and support by reaching out to Professors, Seniors and colleagues.However the problem lies in finding an experts available to help the students.Also some experts opinions tend to be related to their experience as well,without taking the students mindset in consideration. In this Project a Fuzzy based recommendation system was implemented to suggest the Final year research topics for the students who are needing it.Recommender systems provide suggestions items to be used to the user.Fuzzy logic is used to handle uncertainty rising from similarities between the majors. Fuzzy logic can provide an effective means for conflict resolution of multiple criteria and better assessment of options. The specific objectives are: ● To identify the features that contribute to maximizing student satisfaction on the Topic choice. ● To propose an Intelligent Decision Support System (IDSS) to aid students in the decision making process

Introduction to Data Science and AI for senior researchers

Unity game using Dynamic Difficulty Adjustment and Procedural Content Generation techniques to explore their effects on user engagement. Built to help research and write my senior thesis.

A repository for the Social Robotics research and development for the NAO robot, conducted for the UCCS Electrical & Computer Engineering Senior Design Seminar (Fall 2020) and Project (Spring 2021).

This is the repository for senior design (data science section) at Marquette University for Fall 2018 and Spring 2019. The objective of this year long research effort is to collect and clean MKE Police Department call service data and construct a statistical model outlining potential spatio-temporal biases in services provided by MPD.

Dr. Ilya Kashnitsky is a Senior Researcher @ Statistics Denmark

Spearheaded a capstone project on `STM 009` Research in Science, Technology, Engineering & Mathematics. The first innovative online library for PHINMA University of Pangasinan senior high school students, helping them with their research studies. Pooled for international research competition in 2023.

Look around and you will find people with smart devices that track their every move, calculate their intake and gives them trends on this data. Primitively, Caregivers and hospitals were using telemetry to remotely gather data for improving patient care. The primary aim of preventive healthcare was to deliver personalized care, improve patient care while reducing costs. However, Internet of Medical Things (IoMT) is driving the future of healthcare for better outcomes, improving efficiency and making healthcare more affordable as caretakers are increasingly resorting to more self- care due to increased awareness. To get there, healthcare providers must make use of technology in a more systematic way. The Scope of IoT is getting bigger and better in: Preventive healthcare: by use of wearables. Patient tracking: in monitoring patient movement and health analysis. Geriatric care: in tracking Senior citizens which is a large market for IoT, medical devices. Real-time location: in tracking medical devices, people and asset movement. Gartner believes that 30% of smart wearables will be unobtrusive to the eye by 2017. it is predicted that the revenue from smart wearable devices will generate $22.9 billion by 2020. Experts from P&S Market research expect that the healthcare Internet of Things industry will grow at a compound annual growth rate (CAGR) of 37.6 percent between 2015 and 2020. The rising need for advanced healthcare combined with the requirements of Affordable Care Act (ACA), technology in the industry is expected to grow through 2020 Wearables for preventive health analysis Imagine a wearable used for preventive health analysis. The term wearable in health parlance should not be restricted to just fitness tracking devices worn in the wrist that are used to monitor personal health. By and far, this term should go beyond tracking of physical activities; it could be used as a communication device or it could even be a device that interacts with other devices like an Apple watch, track patients’ body conditions, sleep patterns or any other critical information which may require immediate care. It could be a device in the body, on the body or near the body like a medical app that helps track personal health; Some of the industry medical apps that are already disrupting the healthcare market are Philips’ Medication Dispensing Service Airfinder Boiron Medicine Finder App Future Path Medical’s Urosense Digital Hospitals making headway Healthcare is increasingly leveraging modern technology and digital hospitals are making headway such as the Humber River Hospital in Toronto Canada and the Medical Center at Mission Bay San Francisco. Innovative approaches towards engaging robots in the radiology and other departments are also disrupting the way healthcare is delivered. Deakin University Australia, in partnership with Telstra Australia, has developed haptics-enabled robots that can perform ultrasound diagnostics remotely. This means the patient need not be in the same place as the sonographer conducting the ultrasound. IoMT for improved healthcare There were 165,000 mobile healthcare apps as of November 2015 and the mobile app marketplace is expected to grow 15 times faster, according to a survey. Another survey shows users expect digital healthcare services to be able to communicate with doctors via their smartphones, monitor health and collaborate with care givers with ease. IoMT is slowly and steadily reducing human intervention and dependency to provide early diagnosis and contributing to improved healthcare in accordance with the Patient Protection and Affordable Care Act which focus on certified EHR (Electronic Health Record) to enhance efficiency and quality of patient care. Conclusion: With the cost of Hardware coming down, software enabling devices to talk to multiple devices across platforms is going to redefine the way people take care of their health. The biggest change is going to be in Preventive Healthcare, making it the biggest gamechanger.

Research Days system done for my senior capstone.

Undergraduate senior thesis research project that tracks and records movement data of many Xenopus laevis tadpoles at once, in real time.

Code for my senior thesis research in mobile privacy

A Project created for my senior year high school research. It uses a neural net aproach to predict stock prices.

My Research project under Dr Andrea Raith, Senior Lecturer at the Department of Engineering Science at the University of Auckland (UoA).

A project for a researcher senior of my college. He did the model training part and I did the Android Deployment part.

CLOUD INFORMATION ACCOUNTABILITY is an implementation of IEEE research journals Cooperative Provable Data Possession for Integrity Verification in Multi-Cloud Storage, Yan Zhu, Hongxin Hu, Gail-Joon Ahn, Senior Member, IEEE, Mengyang Yu and MR-PDP: Multiple-Replica Provable Data Possession,Reza Curtmola, Reza Curtmola, Osama Khan, Randal Burns, Giuseppe Ateniese

PT Wijaya Karya (Persero) Tbk sebagai perusahaan BUMN yang bergerak di bidang konstruksi dan EPC, pada saat ini sedang mengembangkan usahanya di bidang pertambangan dan investasi di dalam maupun luar negeri. untuk itu PT Wijaya Karya (Persero) dengan pemenuhan kebutuhan pegawai sedang mengadakan rekrutmen Calon pegawai, dengan kualifikasi sebagai berikut: PT Wijaya Karya (Persero) saat ini sedang membuka peluang bekerja untuk kalian yang berminat bisa mengisi dalam posisi sebagai berikut : Urgently Required / Dibutuhkan Segera : Lowongan Kerja Calon Pegawai PT Wijaya Karya (Persero) • Junior Programmer • Junior Accounting • Logistik Manager • Staff Teknis Bioanalisa BA/BE • Internal Control Staff • Packaging Development Manager • Supply Chain Manager • Legal Staff • Management Trainee • Information Technology Staff • Health Safety Officer • Engineering Staff • Driver/Supir • Research and Development Manager • Cost Control Staff • Pengawas Lapangan • Finance Accounting Supervisor • Internship / Magang • Telemarketing • Processing Gudang • Driver • Marketing Executive Commercial Division • Sales Executive • Copywriter • Helper/Cook Helper • Sekretaris • Sales Executive • Finance Accounting Manager • Mekanik Tractor • Sales Motoris • Mobile Sales / Direct Sales Representative • Kurir • Japanese Translator • Marketing Furniture • Customer Service • Sales Property • Finance Tax • Engineering Supervisor • Analis • Quality Control Staff • Quality Control Manager • Staf Farmasi • Drafter • HR Coordinator/Assistant HR Manager • Store Supervisor • IT Web Developer • Staff IT Mobile Programmer • Programer • Admin Penjualan • Maintenance Staff • Staf PPIC • Teknisi • Marketing Online • Marketing Konsultan • Admin Finance • Admin Marketing • IT Support • Tour Consultant • Staff Auditor Part Time • Design Grafis Layouter • Product Designer • Social Media Marketing • Marketing Online Marketplace • Customer Service Officer • Staf HRD Training • Staff HRD General • Recruitment Spesialist • Graphic Designer • Staf Administrasi • Staf Keuangan Pajak • Staf Pemasaran • Staff Audit • Head of Outlet • Head Store • Accounting • Receptionist • Teknik Sipil • Account Manager • Network Engineer Junior and Senior • Sales Engineer • Pelaksana Struktur – Arsitektur • Admin Accounting • Admin Engineering • Admin Logistic • Admin IT • Admin Assistant • Admin Staff • Project Tender Administration • Admin Magang • Supporting Staff (Chinese speaker) • Administrasi Personalia • Admin Operation • Sales Administrator • Administrasi Perkantoran • Teknik Industri Fasilitas; • Jamsostek • Bonus Bulanan • Penghasilan Rp9.00.000 S/D 27.000.000 /Bulan & Transport Rp75.000 /Hari• Uang Makan • Penempatan Kerja Di Indonesia Persyaratan : • Pendidikan min D3,S1 & S2 atau sederajat, Berasal dari program studi : Teknik Sipil ( Struktur, Transportasi, Lingkungan ), Teknik Mesin,, Teknik Elektro ( Arus Kuat ), Teknik Arsitektur, Akuntansi, Manajemen, Teknik K3 (Keselamatan dan Kesehatan Kerja) • IPK minimal 2.75 (PTN) dan 3.00 (PTS) • Lulusan Baru dipersilahkan mendaftar • Jenis kelamin diutamakan Pria/Wanita • Usia maksimal 28 tahun • Memilik riwayat kesehatan baik (berat badan seimbang) • Tidak buta warna (Partial/ Total) • Mampu berbahasa Inggris secara lisan maupun tulisan (Nilai setara TOEFL min 500) • Menguasai software komputer di bidangnya • Mempunyai motivasi, energik, adaptif, dan mampu bekerjasama dalam tim • Bersedia di tempatkan di seluruh wilayah operasi kerja perusahaan Kelengakapan Berkas Lamaran: • Surat lamaran dan Daftar Riwayat Hidup. • • Foto Copy ijazah dan transkrip • Fotokopi KTP • Pasphoto ukuran 3 x 4 cm • No Tlfn/Hp yang bisa di hubungin • Max 500 KB/Data. Tata Cara Pendaftaran : Silahkan Kirimkan Surat Lamaran, CV lengkap anda beserta dengan dokumen penting lainnya Ke Via Email: hrd.wijayakarya.z@gmail.com Hanya pelamar kerja terbaik yang akan di panggil mengikuti seleksi selanjutnya.

Senior capstone project for the CU Psychology Department. A mobile application intended as a research tool for Cross-race Recognition Deficit (CRD).

TJHSST Research paper: http://www.cs.virginia.edu/~wyz3sp/pub-amt-relay.pdf

Senior Research by Stephen Bussey mentored by Dr. Alice Armstrong of Shippensburg University.

Senior Software Engineer | Storyteller | Angular Developer |Problem solving ,Researching on problem solving techniques and searching mechanisms. Sharing knowledge to new people.

This project is a multi-agent news reporting system using Crew AI. The system consists of two agents: a senior research agent and a writer agent. The senior research agent uncovers the latest updates and advancements in a given topic using custom tools and large language models (LLMs). The writer agent then crafts engaging narratives.

A joint project of a mechanical senior design team and SPARC for the Air Force Research Lab Challenge in 2015. Created with the purpose of cooling one's internal body temperature. Thermoelectric components cool a water tank attached to an average Camelbak to bring down the temperature of the water being drank.

You may have heard of the concept of Industry 4.0 – if not this is otherwise known as the new age industrial revolution. It is a prediction that the manufacturing industry is set to replace workers with modern technology across many sectors. TRS, a supplier of manufacturing staffing services has researched and reviewed the current engineering climate – with its future. There has always been a demand for skilled employees within manufacturing jobs, however, many are finding difficulty in securing a skilled staff force in an increasingly productivity driven workplace. Industry 4.0 is predicted to see manufacturers across the globe move toward new business models with data, cyber systems and cloud computing at its foundations. With technological advancement expanding across all engineering roles, there is a growing skepticism about the future of the engineering work force. However, research suggests that employment levels could thrive as staff could work in conjunction with new technologies instead of being replaced by them. The US Manufacturing industry is predicted to have as many as 2.4 million jobs to fill between now and 2028. According to Operations Solutions, the lack of qualified talent in Manufacturing could be set to incur the collective loss of $454 billion in GDP by 2028. From a Manufacturing Recruitment Agency viewpoint, there are a variety of issues that are assisting this economic loss – which are generally surrounding the perceptions of the future of Manufacturing. The enhancement of technological advancements, according to Forbes, create misconceptions about the need for human staff in the near future. Workers have already been replaced by particular systems on the manufacturing line, with an ability to mimic repetitive processes at a faster and more accurate rate. This to many is a sign that traditional methods of production are being replaced by machinery. Although this appears a stressful concept, Forbes explain that this process has happened previously in history. “In the mid-19th century, the machines of the Industrial Revolution were replacing traditional farming methods and changing the face of agriculture. But rather than see human staff pushed out, this, in fact, led to the creation of new job roles and skills ― from machinery operators to vehicle drivers.” This future Industrial enhancement will in fact open up the possibility of new job role opportunities as previous industrial development has, whilst improving overall site safety. We can already see this new method of working within current production processes. WoodBusiness have explained that their open software solution “ActiveAssist” actually enhances employee experience, using Identification systems to load required plans that are then projected onto the work surface. Machinery guides the employee through the workflow whilst tracking movements through 3D cameras to ensure steps are automatically updated when required. The automotive sector is another example that employees at all levels – mechanical engineering positions to sales and senior executives have the ability to collaborate with technology and have a more rewarding experience. According to Manufacturing.net, “Alfred P. Sloan Jr.’s commitment to new concepts such as automotive styling and Henry Ford’s introduction of the assembly line – defines an industry in which change occurs more often than not.” The latest enhancement is said to be delivered by Industry 4.0, with the increasing demand for automation. This leads the way for more refined customer insight, as well as an increase in production therefore reducing the workload. Current automotive staffing increasingly offers more time to focus and use creative thinking. Machines being used to benefit staff can also be applied in the concept of the demand and supply issue of skilled employees. Deloitte and The Manufacturing Institute recently submitted their fourth skills gap study with reference to the future of manufacturing work. The study explains that “As recently as August 2018, there were 508,000 open jobs in US manufacturing... While the job gains are positive indications that the industry continues to recover from the Recession and reflect strong production levels, it also means that finding talent with the right skills to fill the open jobs could reach crisis proportions.” Results show that maintaining production levels to satisfy customer demand is one of the biggest challenges arising in the next three years according to business executives. This is directly correlated with the difficulty in finding skilled workers who can complete their job accurately. “Many manufacturers today are turning toward automation to supplement the low-skilled jobs they cannot fill and instead focus their existing workers on jobs that are either higher skilled or require uniquely human skills.” One of the top skills predicted to be in significant demand is the concept of critical thinking. As the manufacturing process becomes increasingly automated, human skills such as this will be valued across Manufacturing. The insecurity associated with Industry 4.0 will be short lived. As technology and automation evolves throughout Manufacturing we are seeing a change in how staff perform - not replacing staff, a development in their roles, and a demand for typically human skills on the rise. A human-machine pairing could offer an opportunity to close the skills gap and invent new roles available for workers that will deliver value. To see how we can help you click here to contact our agents. Click here to search our latest roles in Manufacturing. AUTHOR MELISSA GOULD 04 FEBRUARY 2019