Monthly data, insights, and analysis covering the state of employment in the information technology (IT) sector and IT jobs trends. #JobsReport #ITworkforce #TechTrends
Monthly data, insights, and analysis covering the state of employment in the information technology (IT) sector and IT jobs trends. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – August 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker - August 2017CompTIA
The document analyzes monthly core IT sector and occupation employment data from September 2015 to July 2017. It finds that in July 2017, employment in the overall IT sector increased by 9,600 jobs compared to the previous month. Within the IT sector, the largest employer categories like computer/electronics manufacturing and IT services saw small employment gains. The top 5 IT occupations by job postings in July were software developers, systems engineers, systems analysts, user support specialists, and web developers, though postings decreased slightly compared to June.
The document summarizes CompTIA's monthly core IT sector and occupation employment analysis for June 2017. It finds that total IT sector employment increased by 8,400 jobs, with gains across various IT subsectors like computer manufacturing, telecommunications, and IT services. Within this, core IT occupation employment also increased, with the top 5 occupations (like software development and systems analysis) adding over 8,400 jobs. The analysis also breaks down the components of the IT workforce, finding that approximately 44% of IT sector positions are core IT occupations.
Monthly data, insights, and analysis covering the state of employment in the information technology (IT) sector and IT jobs trends. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – August 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker - August 2017CompTIA
The document analyzes monthly core IT sector and occupation employment data from September 2015 to July 2017. It finds that in July 2017, employment in the overall IT sector increased by 9,600 jobs compared to the previous month. Within the IT sector, the largest employer categories like computer/electronics manufacturing and IT services saw small employment gains. The top 5 IT occupations by job postings in July were software developers, systems engineers, systems analysts, user support specialists, and web developers, though postings decreased slightly compared to June.
The document summarizes CompTIA's monthly core IT sector and occupation employment analysis for June 2017. It finds that total IT sector employment increased by 8,400 jobs, with gains across various IT subsectors like computer manufacturing, telecommunications, and IT services. Within this, core IT occupation employment also increased, with the top 5 occupations (like software development and systems analysis) adding over 8,400 jobs. The analysis also breaks down the components of the IT workforce, finding that approximately 44% of IT sector positions are core IT occupations.
CompTIA IT Employment Tracker - September 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, insights, and analysis covering the state of employment in the information technology (IT) sector and IT jobs trends. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – October 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, insights, and analysis covering the state of employment in the information technology (IT) sector and IT jobs trends. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update.
The document analyzes employment data for the IT sector and core IT occupations from July 2015 to May 2017. It finds that total IT sector employment in May 2017 was 4.411 million, down slightly from April, while IT occupation employment was 1.957 million, also down slightly month-over-month. The top 5 IT occupations by job postings in May were software developers, computer systems engineers, computer systems analysts, web developers, and computer user support specialists, though all saw declines in postings compared to April.
CompTIA IT Employment Tracker - May 2017Tim Herbert
This document analyzes employment trends in the core IT sector and core IT occupations from June 2015 to April 2017. It finds that total IT sector employment declined slightly by 3,000 jobs to 4,420,500 in April compared to March, with gains in some industries offset by losses in others. Employment in core IT occupations also declined slightly, by 1,000 jobs, with software developers remaining the top occupation. The document from the Computing Technology Industry Association provides monthly employment data and analysis to track trends in the IT workforce.
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update.
This document analyzes employment trends in the core IT sector and core IT occupations from April 2015 to February 2017. It finds that employment in the IT sector increased by 7,300 jobs to 4,432,100 in February compared to January. Within the IT sector, the largest gains were seen in IT & software services/computer systems design. It also reports that job postings for the top 5 IT occupations increased by 16,700 in February compared to January, led by gains in postings for software developers, applications. The document provides this employment data to give context on the components of the IT workforce.
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker - February 2017CompTIA
This document contains charts and data about IT sector employment and core IT occupation employment and job postings in the United States from March 2015 to January 2017. It shows that the IT sector employs approximately 4.4 million workers total, with around 44% or 1.9 million of those being core IT occupations. The top 5 most posted for IT jobs in January 2017 versus December 2016 were software developers, computer systems engineers/architects, computer systems analysts, computer user support specialists, and IT project managers. Overall IT sector employment increased by 9,000 from December to January while core IT occupation employment was relatively flat.
This document contains charts and tables analyzing employment trends in the IT sector and core IT occupations from February 2015 to December 2016. It shows that overall IT sector employment increased slightly from November to December 2016 while job postings for the top 5 IT occupations all declined over that period. The document also provides background on CompTIA as an organization and notes limitations of using monthly employment data.
CompTIA IT Employment Tracker - December 2016CompTIA
This document contains charts and graphs showing IT sector and occupation employment and job postings data from January 2015 to November 2016. It discusses trends in the top 5 IT occupations based on job postings in November compared to October. The IT sector employs approximately 4.4 million workers, with 44% (1.9 million) being IT occupations. Software developers, applications saw the largest decline in job postings in November at 4,600 postings less than in October.
CompTIA IT Employment Tracker – December 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – January 2019CompTIA
This document contains charts and data about IT sector and occupation employment from February 2017 to December 2018. It shows that IT sector employment increased by 6,000 in December compared to November, with the largest gains in computer/electronics manufacturing and information services. IT occupation employment also increased over this period. The top 5 IT occupations for job postings in December were software developers, user support specialists, systems engineers/architects, systems analysts, and web developers, with a total of 133,800 postings, down 26,000 from November.
CompTIA IT Employment Tracker - November 2016CompTIA
This document contains charts and tables summarizing IT sector employment, IT occupation employment, and IT occupation job postings data from various sources over time. It shows that in October 2016 compared to September 2016, there was a small increase of 4,200 jobs in the overall IT sector but decreases in job postings for the top 5 in-demand IT occupations, led by a 12,100 decrease for software developer positions. The IT sector employs approximately 44% of all IT occupations.
CompTIA IT Employment Tracker - October 2016CompTIA
This document contains charts and data about IT sector employment and IT occupation employment from January 2015 to September 2016. It shows that the IT sector employed approximately 4.4 million people in September 2016, with 2 million in IT and software services. The top 5 most posted IT occupations in September were software developers, computer systems engineers, IT project managers, computer systems analysts, and computer user support specialists, totaling over 123,000 postings. The IT sector is the largest employer of IT occupations, with around 44% of positions being IT-related.
CompTIA IT Employment Tracker - September 2016CompTIA
This document contains charts and data about IT sector employment, IT occupation employment, and IT occupation job postings from January 2015 to August 2016. It discusses that the IT sector employs approximately 44% of workers in IT occupations, with the remaining 56% in other roles like sales, marketing, finance, and R&D. In August 2016, IT sector employment increased by 4,800 while IT occupation job postings decreased by 14,700 compared to the previous month.
CompTIA IT Employment Tracker - August 2016 releaseCompTIA
This document contains charts and data from CompTIA's IT Employment Tracker report published in August 2016. It provides monthly data on IT sector and occupation employment in the US from January 2015 to July 2016. Some of the key figures included are:
- IT sector employment was at 4.39 million in July 2016, up 4,000 from June.
- IT occupation employment was at 2.02 million in July 2016, down slightly from the previous month.
- The top 5 IT occupations by job postings in July 2016 were software developers, computer systems engineers, computer systems analysts, computer user support specialists, and IT project managers.
CompTIA IT Employment Tracker - July 2016 release CompTIA
This document is a report from CompTIA analyzing IT sector and occupation employment trends from January 2015 to June 2016. It includes charts showing changes in: the top 5 IT occupations by job postings; IT sector employment by industry; and components of the IT workforce. The report finds that total IT sector employment increased by 32,100 from May to June 2016, with software developers and computer systems engineers/architects remaining the top occupations.
This document is a report from CompTIA analyzing employment trends in the information technology sector and IT occupations. It finds that IT sector employment declined slightly in May compared to April, with losses across major industries like telecommunications and computer manufacturing. The top 5 most posted IT occupations also all experienced double-digit declines in postings from April to May.
CompTIA IT Employment Tracker – November 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker - September 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, insights, and analysis covering the state of employment in the information technology (IT) sector and IT jobs trends. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – October 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, insights, and analysis covering the state of employment in the information technology (IT) sector and IT jobs trends. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update.
The document analyzes employment data for the IT sector and core IT occupations from July 2015 to May 2017. It finds that total IT sector employment in May 2017 was 4.411 million, down slightly from April, while IT occupation employment was 1.957 million, also down slightly month-over-month. The top 5 IT occupations by job postings in May were software developers, computer systems engineers, computer systems analysts, web developers, and computer user support specialists, though all saw declines in postings compared to April.
CompTIA IT Employment Tracker - May 2017Tim Herbert
This document analyzes employment trends in the core IT sector and core IT occupations from June 2015 to April 2017. It finds that total IT sector employment declined slightly by 3,000 jobs to 4,420,500 in April compared to March, with gains in some industries offset by losses in others. Employment in core IT occupations also declined slightly, by 1,000 jobs, with software developers remaining the top occupation. The document from the Computing Technology Industry Association provides monthly employment data and analysis to track trends in the IT workforce.
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update.
This document analyzes employment trends in the core IT sector and core IT occupations from April 2015 to February 2017. It finds that employment in the IT sector increased by 7,300 jobs to 4,432,100 in February compared to January. Within the IT sector, the largest gains were seen in IT & software services/computer systems design. It also reports that job postings for the top 5 IT occupations increased by 16,700 in February compared to January, led by gains in postings for software developers, applications. The document provides this employment data to give context on the components of the IT workforce.
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker - February 2017CompTIA
This document contains charts and data about IT sector employment and core IT occupation employment and job postings in the United States from March 2015 to January 2017. It shows that the IT sector employs approximately 4.4 million workers total, with around 44% or 1.9 million of those being core IT occupations. The top 5 most posted for IT jobs in January 2017 versus December 2016 were software developers, computer systems engineers/architects, computer systems analysts, computer user support specialists, and IT project managers. Overall IT sector employment increased by 9,000 from December to January while core IT occupation employment was relatively flat.
This document contains charts and tables analyzing employment trends in the IT sector and core IT occupations from February 2015 to December 2016. It shows that overall IT sector employment increased slightly from November to December 2016 while job postings for the top 5 IT occupations all declined over that period. The document also provides background on CompTIA as an organization and notes limitations of using monthly employment data.
CompTIA IT Employment Tracker - December 2016CompTIA
This document contains charts and graphs showing IT sector and occupation employment and job postings data from January 2015 to November 2016. It discusses trends in the top 5 IT occupations based on job postings in November compared to October. The IT sector employs approximately 4.4 million workers, with 44% (1.9 million) being IT occupations. Software developers, applications saw the largest decline in job postings in November at 4,600 postings less than in October.
CompTIA IT Employment Tracker – December 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – January 2019CompTIA
This document contains charts and data about IT sector and occupation employment from February 2017 to December 2018. It shows that IT sector employment increased by 6,000 in December compared to November, with the largest gains in computer/electronics manufacturing and information services. IT occupation employment also increased over this period. The top 5 IT occupations for job postings in December were software developers, user support specialists, systems engineers/architects, systems analysts, and web developers, with a total of 133,800 postings, down 26,000 from November.
CompTIA IT Employment Tracker - November 2016CompTIA
This document contains charts and tables summarizing IT sector employment, IT occupation employment, and IT occupation job postings data from various sources over time. It shows that in October 2016 compared to September 2016, there was a small increase of 4,200 jobs in the overall IT sector but decreases in job postings for the top 5 in-demand IT occupations, led by a 12,100 decrease for software developer positions. The IT sector employs approximately 44% of all IT occupations.
CompTIA IT Employment Tracker - October 2016CompTIA
This document contains charts and data about IT sector employment and IT occupation employment from January 2015 to September 2016. It shows that the IT sector employed approximately 4.4 million people in September 2016, with 2 million in IT and software services. The top 5 most posted IT occupations in September were software developers, computer systems engineers, IT project managers, computer systems analysts, and computer user support specialists, totaling over 123,000 postings. The IT sector is the largest employer of IT occupations, with around 44% of positions being IT-related.
CompTIA IT Employment Tracker - September 2016CompTIA
This document contains charts and data about IT sector employment, IT occupation employment, and IT occupation job postings from January 2015 to August 2016. It discusses that the IT sector employs approximately 44% of workers in IT occupations, with the remaining 56% in other roles like sales, marketing, finance, and R&D. In August 2016, IT sector employment increased by 4,800 while IT occupation job postings decreased by 14,700 compared to the previous month.
CompTIA IT Employment Tracker - August 2016 releaseCompTIA
This document contains charts and data from CompTIA's IT Employment Tracker report published in August 2016. It provides monthly data on IT sector and occupation employment in the US from January 2015 to July 2016. Some of the key figures included are:
- IT sector employment was at 4.39 million in July 2016, up 4,000 from June.
- IT occupation employment was at 2.02 million in July 2016, down slightly from the previous month.
- The top 5 IT occupations by job postings in July 2016 were software developers, computer systems engineers, computer systems analysts, computer user support specialists, and IT project managers.
CompTIA IT Employment Tracker - July 2016 release CompTIA
This document is a report from CompTIA analyzing IT sector and occupation employment trends from January 2015 to June 2016. It includes charts showing changes in: the top 5 IT occupations by job postings; IT sector employment by industry; and components of the IT workforce. The report finds that total IT sector employment increased by 32,100 from May to June 2016, with software developers and computer systems engineers/architects remaining the top occupations.
This document is a report from CompTIA analyzing employment trends in the information technology sector and IT occupations. It finds that IT sector employment declined slightly in May compared to April, with losses across major industries like telecommunications and computer manufacturing. The top 5 most posted IT occupations also all experienced double-digit declines in postings from April to May.
CompTIA IT Employment Tracker – November 2018CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – February 2019CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – August 2019CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – September 2019CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker - November 2019CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker - October 2019CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – December 2019CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Similar to CompTIA IT Employment Tracker - February 2018 (14)
CompTIA IT Employment Tracker – December 2021CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – November 2021CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – October 2021CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – September 2021CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
The document provides data on technology employment trends in the United States from May 2021. It finds that hiring for top tech jobs increased month-over-month in May, with software developers seeing the largest gain. By state, Florida, Georgia and Virginia saw the highest increases in tech job postings. The Washington D.C. metro area had the largest month-over-month growth in postings. Remote and work from home opportunities were most commonly advertised for software developers and related roles. Overall, the tech sector workforce grew slightly in May while unemployment rates remained low.
The document summarizes survey results about trends in automation from organizations. It finds that most organizations take a balanced approach to technology that monitors emerging trends while prioritizing current operations. The top strategic business goals for using automation are improving efficiency and maintaining customer accounts. Over 40% of organizations feel extremely or highly confident in applying technology to their goals. Common barriers to automation include unsure benefits, lack of technical skills, and insufficient budget. The top automation initiatives are administrative tasks, detecting cybersecurity incidents, and configuring virtual machines.
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
This document summarizes technology employment and job posting trends from March 2021. It finds that hiring for top tech jobs increased 14,600 compared to February, led by gains in software development. The tech sector added 9,700 jobs overall. California, Texas and New York had the most tech job postings, while the largest metro areas were New York, Washington D.C. and Dallas. Artificial intelligence postings accounted for 14.9% of emerging tech jobs. The unemployment rate for IT occupations was 1.9% in March.
CompTIA's IT Operations and Emerging Tech tracker monitors the investments companies are making across the four pillars of IT and the adoption of emerging technology.
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA's Trends in Help Desk survey explores the areas businesses are focusing on as they manage their help desk function, including IT priorities, required skills, and emerging technologies.
CompTIA IT Employment Tracker – February 2021CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA’s annual Industry Outlook report examines 10 trends that businesses will use as they rebuild from a challenging year, along with focused sections on expectations for IT professionals and for IT channel firms.
CompTIA IT Employment Tracker - January 2021CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – November 2020CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – October 2020CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
CompTIA IT Employment Tracker – September 2020CompTIA
This document provides data and analysis on IT sector employment, job postings, and unemployment from August 2020. Some key points:
- Software developers and IT support specialists remained the most sought-after IT occupations in August based on job posting data.
- The IT sector added over 9,000 jobs in August compared to July, with the largest gains in computer systems design.
- California, Texas, and Virginia had the highest numbers of IT job postings, while Florida, Colorado, and New Jersey saw the largest monthly increases.
- Remote/work from home IT job postings grew over 20% in August, led by postings for software developers, IT support specialists, and web developers.
CompTIA IT Employment Tracker – August 2020CompTIA
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Monthly data, analysis, and trending covering the state of employment in the information technology (IT) sector and IT occupations. Released in conjunction with the U.S. Bureau of Labor Statistics monthly employment update. #JobsReport
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-EfficiencyScyllaDB
Freshworks creates AI-boosted business software that helps employees work more efficiently and effectively. Managing data across multiple RDBMS and NoSQL databases was already a challenge at their current scale. To prepare for 10X growth, they knew it was time to rethink their database strategy. Learn how they architected a solution that would simplify scaling while keeping costs under control.
How information systems are built or acquired puts information, which is what they should be about, in a secondary place. Our language adapted accordingly, and we no longer talk about information systems but applications. Applications evolved in a way to break data into diverse fragments, tightly coupled with applications and expensive to integrate. The result is technical debt, which is re-paid by taking even bigger "loans", resulting in an ever-increasing technical debt. Software engineering and procurement practices work in sync with market forces to maintain this trend. This talk demonstrates how natural this situation is. The question is: can something be done to reverse the trend?
Conversational agents, or chatbots, are increasingly used to access all sorts of services using natural language. While open-domain chatbots - like ChatGPT - can converse on any topic, task-oriented chatbots - the focus of this paper - are designed for specific tasks, like booking a flight, obtaining customer support, or setting an appointment. Like any other software, task-oriented chatbots need to be properly tested, usually by defining and executing test scenarios (i.e., sequences of user-chatbot interactions). However, there is currently a lack of methods to quantify the completeness and strength of such test scenarios, which can lead to low-quality tests, and hence to buggy chatbots.
To fill this gap, we propose adapting mutation testing (MuT) for task-oriented chatbots. To this end, we introduce a set of mutation operators that emulate faults in chatbot designs, an architecture that enables MuT on chatbots built using heterogeneous technologies, and a practical realisation as an Eclipse plugin. Moreover, we evaluate the applicability, effectiveness and efficiency of our approach on open-source chatbots, with promising results.
HCL Notes and Domino License Cost Reduction in the World of DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-and-domino-license-cost-reduction-in-the-world-of-dlau/
The introduction of DLAU and the CCB & CCX licensing model caused quite a stir in the HCL community. As a Notes and Domino customer, you may have faced challenges with unexpected user counts and license costs. You probably have questions on how this new licensing approach works and how to benefit from it. Most importantly, you likely have budget constraints and want to save money where possible. Don’t worry, we can help with all of this!
We’ll show you how to fix common misconfigurations that cause higher-than-expected user counts, and how to identify accounts which you can deactivate to save money. There are also frequent patterns that can cause unnecessary cost, like using a person document instead of a mail-in for shared mailboxes. We’ll provide examples and solutions for those as well. And naturally we’ll explain the new licensing model.
Join HCL Ambassador Marc Thomas in this webinar with a special guest appearance from Franz Walder. It will give you the tools and know-how to stay on top of what is going on with Domino licensing. You will be able lower your cost through an optimized configuration and keep it low going forward.
These topics will be covered
- Reducing license cost by finding and fixing misconfigurations and superfluous accounts
- How do CCB and CCX licenses really work?
- Understanding the DLAU tool and how to best utilize it
- Tips for common problem areas, like team mailboxes, functional/test users, etc
- Practical examples and best practices to implement right away
5th LF Energy Power Grid Model Meet-up SlidesDanBrown980551
5th Power Grid Model Meet-up
It is with great pleasure that we extend to you an invitation to the 5th Power Grid Model Meet-up, scheduled for 6th June 2024. This event will adopt a hybrid format, allowing participants to join us either through an online Mircosoft Teams session or in person at TU/e located at Den Dolech 2, Eindhoven, Netherlands. The meet-up will be hosted by Eindhoven University of Technology (TU/e), a research university specializing in engineering science & technology.
Power Grid Model
The global energy transition is placing new and unprecedented demands on Distribution System Operators (DSOs). Alongside upgrades to grid capacity, processes such as digitization, capacity optimization, and congestion management are becoming vital for delivering reliable services.
Power Grid Model is an open source project from Linux Foundation Energy and provides a calculation engine that is increasingly essential for DSOs. It offers a standards-based foundation enabling real-time power systems analysis, simulations of electrical power grids, and sophisticated what-if analysis. In addition, it enables in-depth studies and analysis of the electrical power grid’s behavior and performance. This comprehensive model incorporates essential factors such as power generation capacity, electrical losses, voltage levels, power flows, and system stability.
Power Grid Model is currently being applied in a wide variety of use cases, including grid planning, expansion, reliability, and congestion studies. It can also help in analyzing the impact of renewable energy integration, assessing the effects of disturbances or faults, and developing strategies for grid control and optimization.
What to expect
For the upcoming meetup we are organizing, we have an exciting lineup of activities planned:
-Insightful presentations covering two practical applications of the Power Grid Model.
-An update on the latest advancements in Power Grid -Model technology during the first and second quarters of 2024.
-An interactive brainstorming session to discuss and propose new feature requests.
-An opportunity to connect with fellow Power Grid Model enthusiasts and users.
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUpanagenda
Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-und-domino-lizenzkostenreduzierung-in-der-welt-von-dlau/
DLAU und die Lizenzen nach dem CCB- und CCX-Modell sind für viele in der HCL-Community seit letztem Jahr ein heißes Thema. Als Notes- oder Domino-Kunde haben Sie vielleicht mit unerwartet hohen Benutzerzahlen und Lizenzgebühren zu kämpfen. Sie fragen sich vielleicht, wie diese neue Art der Lizenzierung funktioniert und welchen Nutzen sie Ihnen bringt. Vor allem wollen Sie sicherlich Ihr Budget einhalten und Kosten sparen, wo immer möglich. Das verstehen wir und wir möchten Ihnen dabei helfen!
Wir erklären Ihnen, wie Sie häufige Konfigurationsprobleme lösen können, die dazu führen können, dass mehr Benutzer gezählt werden als nötig, und wie Sie überflüssige oder ungenutzte Konten identifizieren und entfernen können, um Geld zu sparen. Es gibt auch einige Ansätze, die zu unnötigen Ausgaben führen können, z. B. wenn ein Personendokument anstelle eines Mail-Ins für geteilte Mailboxen verwendet wird. Wir zeigen Ihnen solche Fälle und deren Lösungen. Und natürlich erklären wir Ihnen das neue Lizenzmodell.
Nehmen Sie an diesem Webinar teil, bei dem HCL-Ambassador Marc Thomas und Gastredner Franz Walder Ihnen diese neue Welt näherbringen. Es vermittelt Ihnen die Tools und das Know-how, um den Überblick zu bewahren. Sie werden in der Lage sein, Ihre Kosten durch eine optimierte Domino-Konfiguration zu reduzieren und auch in Zukunft gering zu halten.
Diese Themen werden behandelt
- Reduzierung der Lizenzkosten durch Auffinden und Beheben von Fehlkonfigurationen und überflüssigen Konten
- Wie funktionieren CCB- und CCX-Lizenzen wirklich?
- Verstehen des DLAU-Tools und wie man es am besten nutzt
- Tipps für häufige Problembereiche, wie z. B. Team-Postfächer, Funktions-/Testbenutzer usw.
- Praxisbeispiele und Best Practices zum sofortigen Umsetzen
Monitoring and Managing Anomaly Detection on OpenShift.pdfTosin Akinosho
Monitoring and Managing Anomaly Detection on OpenShift
Overview
Dive into the world of anomaly detection on edge devices with our comprehensive hands-on tutorial. This SlideShare presentation will guide you through the entire process, from data collection and model training to edge deployment and real-time monitoring. Perfect for those looking to implement robust anomaly detection systems on resource-constrained IoT/edge devices.
Key Topics Covered
1. Introduction to Anomaly Detection
- Understand the fundamentals of anomaly detection and its importance in identifying unusual behavior or failures in systems.
2. Understanding Edge (IoT)
- Learn about edge computing and IoT, and how they enable real-time data processing and decision-making at the source.
3. What is ArgoCD?
- Discover ArgoCD, a declarative, GitOps continuous delivery tool for Kubernetes, and its role in deploying applications on edge devices.
4. Deployment Using ArgoCD for Edge Devices
- Step-by-step guide on deploying anomaly detection models on edge devices using ArgoCD.
5. Introduction to Apache Kafka and S3
- Explore Apache Kafka for real-time data streaming and Amazon S3 for scalable storage solutions.
6. Viewing Kafka Messages in the Data Lake
- Learn how to view and analyze Kafka messages stored in a data lake for better insights.
7. What is Prometheus?
- Get to know Prometheus, an open-source monitoring and alerting toolkit, and its application in monitoring edge devices.
8. Monitoring Application Metrics with Prometheus
- Detailed instructions on setting up Prometheus to monitor the performance and health of your anomaly detection system.
9. What is Camel K?
- Introduction to Camel K, a lightweight integration framework built on Apache Camel, designed for Kubernetes.
10. Configuring Camel K Integrations for Data Pipelines
- Learn how to configure Camel K for seamless data pipeline integrations in your anomaly detection workflow.
11. What is a Jupyter Notebook?
- Overview of Jupyter Notebooks, an open-source web application for creating and sharing documents with live code, equations, visualizations, and narrative text.
12. Jupyter Notebooks with Code Examples
- Hands-on examples and code snippets in Jupyter Notebooks to help you implement and test anomaly detection models.
Introduction of Cybersecurity with OSS at Code Europe 2024Hiroshi SHIBATA
I develop the Ruby programming language, RubyGems, and Bundler, which are package managers for Ruby. Today, I will introduce how to enhance the security of your application using open-source software (OSS) examples from Ruby and RubyGems.
The first topic is CVE (Common Vulnerabilities and Exposures). I have published CVEs many times. But what exactly is a CVE? I'll provide a basic understanding of CVEs and explain how to detect and handle vulnerabilities in OSS.
Next, let's discuss package managers. Package managers play a critical role in the OSS ecosystem. I'll explain how to manage library dependencies in your application.
I'll share insights into how the Ruby and RubyGems core team works to keep our ecosystem safe. By the end of this talk, you'll have a better understanding of how to safeguard your code.
Northern Engraving | Nameplate Manufacturing Process - 2024Northern Engraving
Manufacturing custom quality metal nameplates and badges involves several standard operations. Processes include sheet prep, lithography, screening, coating, punch press and inspection. All decoration is completed in the flat sheet with adhesive and tooling operations following. The possibilities for creating unique durable nameplates are endless. How will you create your brand identity? We can help!
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...Jason Yip
The typical problem in product engineering is not bad strategy, so much as “no strategy”. This leads to confusion, lack of motivation, and incoherent action. The next time you look for a strategy and find an empty space, instead of waiting for it to be filled, I will show you how to fill it in yourself. If you’re wrong, it forces a correction. If you’re right, it helps create focus. I’ll share how I’ve approached this in the past, both what works and lessons for what didn’t work so well.
In the realm of cybersecurity, offensive security practices act as a critical shield. By simulating real-world attacks in a controlled environment, these techniques expose vulnerabilities before malicious actors can exploit them. This proactive approach allows manufacturers to identify and fix weaknesses, significantly enhancing system security.
This presentation delves into the development of a system designed to mimic Galileo's Open Service signal using software-defined radio (SDR) technology. We'll begin with a foundational overview of both Global Navigation Satellite Systems (GNSS) and the intricacies of digital signal processing.
The presentation culminates in a live demonstration. We'll showcase the manipulation of Galileo's Open Service pilot signal, simulating an attack on various software and hardware systems. This practical demonstration serves to highlight the potential consequences of unaddressed vulnerabilities, emphasizing the importance of offensive security practices in safeguarding critical infrastructure.
Essentials of Automations: Exploring Attributes & Automation ParametersSafe Software
Building automations in FME Flow can save time, money, and help businesses scale by eliminating data silos and providing data to stakeholders in real-time. One essential component to orchestrating complex automations is the use of attributes & automation parameters (both formerly known as “keys”). In fact, it’s unlikely you’ll ever build an Automation without using these components, but what exactly are they?
Attributes & automation parameters enable the automation author to pass data values from one automation component to the next. During this webinar, our FME Flow Specialists will cover leveraging the three types of these output attributes & parameters in FME Flow: Event, Custom, and Automation. As a bonus, they’ll also be making use of the Split-Merge Block functionality.
You’ll leave this webinar with a better understanding of how to maximize the potential of automations by making use of attributes & automation parameters, with the ultimate goal of setting your enterprise integration workflows up on autopilot.
"Frontline Battles with DDoS: Best practices and Lessons Learned", Igor IvaniukFwdays
At this talk we will discuss DDoS protection tools and best practices, discuss network architectures and what AWS has to offer. Also, we will look into one of the largest DDoS attacks on Ukrainian infrastructure that happened in February 2022. We'll see, what techniques helped to keep the web resources available for Ukrainians and how AWS improved DDoS protection for all customers based on Ukraine experience
AppSec PNW: Android and iOS Application Security with MobSFAjin Abraham
Mobile Security Framework - MobSF is a free and open source automated mobile application security testing environment designed to help security engineers, researchers, developers, and penetration testers to identify security vulnerabilities, malicious behaviours and privacy concerns in mobile applications using static and dynamic analysis. It supports all the popular mobile application binaries and source code formats built for Android and iOS devices. In addition to automated security assessment, it also offers an interactive testing environment to build and execute scenario based test/fuzz cases against the application.
This talk covers:
Using MobSF for static analysis of mobile applications.
Interactive dynamic security assessment of Android and iOS applications.
Solving Mobile app CTF challenges.
Reverse engineering and runtime analysis of Mobile malware.
How to shift left and integrate MobSF/mobsfscan SAST and DAST in your build pipeline.
Ivanti’s Patch Tuesday breakdown goes beyond patching your applications and brings you the intelligence and guidance needed to prioritize where to focus your attention first. Catch early analysis on our Ivanti blog, then join industry expert Chris Goettl for the Patch Tuesday Webinar Event. There we’ll do a deep dive into each of the bulletins and give guidance on the risks associated with the newly-identified vulnerabilities.
1. 0
50
100
150
200
250
300
350
400
Mar-16
Apr-16
May-16
Jun-16
Jul-16
Aug-16
Sep-16
Oct-16
Nov-16
Dec-16
Jan-17
Feb-17
Mar-17
Apr-17
May-17
Jun-17
Jul-17
Aug-17
Sep-17
Oct-17
Nov-17
Dec-17
Jan-18
4.0
4.1
4.2
4.3
4.4
4.5
4.6
Mar-16
Apr-16
May-16
Jun-16
Jul-16
Aug-16
Sep-16
Oct-16
Nov-16
Dec-16
Jan-17
Feb-17
Mar-17
Apr-17
May-17
Jun-17
Jul-17
Aug-17
Sep-17
Oct-17
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Dec-17
Jan-18
Note: there are certain limitations in using monthly data. Some job and industry categories are not available from the BLS, and there tends to be higher volatility in monthly data.
CompTIA’s definition of core IT occupations excludes knowledge worker positions, such as graphic designers, technical sales, or business analysts.
The Computing Technology Industry Association (CompTIA) is the not-for-profit trade association of the information technology (IT) industry and workforce. CompTIA serves the
industry and the IT workforce through best-in-class training, credentials, research, public policy, and events. Contact research@comptia.org with questions.
TOP 5 IT OCCUPATION JOB POSTINGS JAN vs. DEC
Software developers, applications 50,100 +7,400
Computer systems engineers/architects 14,300 +900
Computer systems analysts 12,700 +500
Computer user support specialists 10,800 +1,000
Information Technology Project Managers 10,600 +500
TOTAL OF TOP 5 IT OCCUPATION POSTINGS 98,500 +10,300
COMPTIA IT EMPLOYMENT TRACKER
Monthly Core IT Sector and Core IT Occupation Employment Analysis
Published February 2018
IT SECTOR
EMPLOY-
MENT
IT
OCCUPATION
EMPLOY-
MENT
The IT sector is the largest employer of IT occupations.
Approximately 44 percent of positions within the IT
sector are IT occupations. The remaining 56 percent of
occupations in the IT sector are comprised of sales,
marketing, finance, HR, R&D, and related positions.
IT SECTOR EMPLOYMENT BREAKOUT JAN vs. DEC
Computer, electronics, & semiconductor mfg. 1,057,700 +1,300
Telecommunications 771,500 -3,100
Data processing, hosting, & related services 320,400 +1,100
Other info services, including search portals 285,300 -500
IT & software services | computer sys. design 2,068,800 +4,500
TOTAL 4,503,700 +3,300
IT SECTOR EMPLOYMENT
IT OCCUPATION EMPLOYMENTCOMPONENTS OF THE IT WORKFORCE DISCUSSION
IT OCCUPATION JOB POSTINGS
Source:BurningGlassTechnologiesLaborInsights|DatainthousandsSource:BureauofLaborStatisticsCPS|Datainmillions|Notseasonallyadjusted
Source:BureauofLaborStatisticsCES|Datainmillions|Seasonallyadjusted
Copyright (c) 2018 CompTIA Properties, LLC, All Rights Reserved | CompTIA.org
Source:BLSCES|Seasonallyadjusted
projected
projected
Source:BurningGlassTechnologiesLaborInsights
4.0
4.1
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4.3
4.4
4.5
4.6
4.7
4.8
4.9
5.0
5.1
5.2
Mar-16
Apr-16
May-16
Jun-16
Jul-16
Aug-16
Sep-16
Oct-16
Nov-16
Dec-16
Jan-17
Feb-17
Mar-17
Apr-17
May-17
Jun-17
Jul-17
Aug-17
Sep-17
Oct-17
Nov-17
Dec-17
Jan-18Unadjusted