#dynamic test development based on mathematical schemas
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Daniel Shea, M.Sc., on the Adaptive IQ Test
Author(s): Scott Douglas Jacobsen Publication (Outlet/Website): The Good Men Project Publication Date (yyyy/mm/dd): 2024/09/06 Daniel Shea, M.Sc. is the founder and CEO of Chatoyance. Shea possesses a Master’s degree in Computer Science from the University of New Hampshire, with several years of industry experience in software engineering. He has published freelance articles on foreign…
#141#155#adapting and renorming tests with low sample sizes#collaboration with Chris Cole and Dean Inada#Daniel Shea#dynamic test development based on mathematical schemas#founder and CEO of Chatoyance#high-range IQ tests and cheating prevention#software engineering in financial markets
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Hi, can you help me, if you have some time? I’m in college and I’m supposed to choose my specialty in like a month, but I still don’t know what do I want to do. I feel like there’s so much to learn and I don’t want to miss out on anything. Can you tell me what should I expect from working with different languages? (I’ve tried only like two so far) or do you have any tips which would help me figure it out? Please, you’d literally help save my future (dramatic, I know, sorry xD).
Sure! I understand your sentiment completely. Computer Science is such a vast field, it can feel overwhelming with how much there is to learn. I was in that same boat for the first three years of my comp sci degree and I still don’t fully know what I want to do.
The great thing about computer science is that while it is a relatively new field, it has spread its wings and has branched out in so many ways and has even affected other areas of study. Here are 10 common specializations, what they do, and what some code might look like (when possible):
Software development is what people tend to think of when studying computer science. This typically involves wanting to work in the industry as someone who develops code based on what a client or company wants. You will take courses about the software development process, such as software testing and agile development. There aren’t really any languages I would recommend, since this is such a broad field, but good places to start are C++, Java, C#, and Python. If anything, I would suggest reading further, since software development can be broken down into the other categories. An example of Java code can be seen below (and C++ and C# basically look like this as well).
Game development is another topic people think of with computer science. A lot of our generation grew up playing video games and somewhere along the line thought that they would want to develop games as well. Game developers need to have a good understanding of computer graphics (such as using OpenGL), physics, and computer programming in C++ and C#. A great place to start is looking into Unity. It’s free, it’s easy to use, and it’s what a lot of industry people use today.
Web development has been, currently is, and will always be in high demand. Most interactions people have with computers are through websites, so of course there’s a lot of companies whose development revolves around websites. The standard languages to learn are HTML, CSS, and JavaScript, although if you want an edge up, look into JavaScript libraries and frameworks, like Angular and Node.js. Also, W3Schools will be your best friend. It’s hard to show examples of this that aren’t hundreds of lines long, so here’s a little example showing HTML, CSS, and JavaScript similar to a W3Schools example.
Data science is exploding right now. The world has so much data and we’re just now beginning to analyze all of it. Say you have the history of every user that has ever been shown your ad and who clicked on it and when. Could you use that to determine anything about the effectiveness of the ad, time of day, where it’s displayed, and if they’ll click again? That’s data science. Typical courses include Statistical Computing, Data Mining, and Machine Learning. Typical languages for data science include R and Python. One subtopic that’s really big is machine learning. Can you take the data that you have and have a program “learn” off that data and make predictions about the future? Take a look at this Python code that analyzes a data set and is able to predict whether or not breast cancer is present based on a few attributes:
Information systems is the foundation of both web development and data science, as it involves how and where we store our information and data. You’ll study database management and possibly some cloud storage, since this is usually where we store things. You will want a strong understanding of data structures if you really want to learn the best ways to store things (I’ll give you a hint, databases usually use a variation of Binary Search Trees). You’ll also learn how to retrieve and manipulate the data that is stored. The languages you’ll want is SQL (rather MySQL or NoSQL) and PHP. Some MySQL code for creating a schema with tables will look like this.
Computer engineering is a close friend of computer science, but is mostly focused on the hardware side of things. Computer engineering is all about how you build the computer system. You will spend a lot of time learning the physics that goes into computer design, namely electricity and magnetism. Some classes would include Circuit Analysis, Signals, and Digital Systems, but a lot of it is up to you.
Systems & Architecture is similar to computer engineering, as you’re still focused on being close to the hardware, but you’re more interested in the software side. This was my favorite section of computer science, because you get to learn about computers from a brand new perspective and see how they work down to the electricity flowing through it. Typical courses include Computer Architecture, Operating Systems, Parallel Systems, and the like. You will learn languages like C and Assembly so you can get a good grasp of how fast and powerful a computer can be since you’re almost talking directly to it. For example, this C code is typical practice for interacting with dynamic libraries.
Theoretical computer science is a very intriguing study. Instead of learning about how all these different languages can be applied, you look into what computers are actually capable of. The main courses in any theoretical computer science section are Programming Language Theory, looking into how can you design and classify a programming language, Algorithm Analysis and Design, the different paradigms used to solve different problems, and Theory of Computation, studying what problems can be solved by computers and how quickly can they be solved. Studying this is a good way to get a job in the government, as organizations like the NSA are always looking for people to work on cryptography, which has a strong background in theory.
Scientific computing is the mix of computer science and applied mathematics. You take your understanding of programming and mathematical theory to create computer algorithms to solve problems as fast as they can (and maybe faster than ever before)! You’ll want to have a very strong understanding of linear algebra (the study of matrices), since a lot of computational tasks can be done effectively and efficiently using matrices. Typical courses include Numerical Linear Algebra, Numerical Analysis, and Partial Differential Equations. For this, languages like MATLAB (or its free counterparts Octave or Scilab), Mathematica, and even Fortran are your best bets. A typical career can involve becoming a researcher, or working for a company that relies on the most optimized mathematical code, such as a government agency or somewhere in the finance world. Here’s an example of some code written in Octave to analyze a waveform and reproduce it as a series of numbers (hey, I did a post about this earlier!)
Bioinformatics is the love child of computer science and biology. In this study, you will use what you know about computer science and programming to better understand biological data. You can use this to study the human body, such as the human genome, so we as humans can have a better understanding of what makes us human, or you can apply it and develop medical software. One of my friends got a PhD in bioinformatics and she now writes the software for heart monitors. Since this is somewhat similar to data science, you’ll want to learn Python and R.
There are more specializations, like computer security or networking, but these are the 10 I’m most familiar with. I hope this helped and feel free to reach out to me if you have any more questions!
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15 Best Tech Jobs in May 2020: Top Salaries, Satisfaction
May is here, and it’s a very different working world than anything we have ever known. The good news is that tech jobs are blooming as gloriously as May flowers, waiting to be picked.
Tech jobs are a great way to stay safe, as many can be done from home. Many top companies are looking for new talent, and they offer perks you need, like health care, remote work, and time off.
Check out the top jobs in the tech market. (You can also see which companies have implemented a hiring freeze during the coronavirus pandemic.)
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The 15 hottest tech jobs right now
1) Data scientist
Median annual salary: $113,000
Job satisfaction: 4.3/5
Number of job openings: 21,619
What data scientists do: While data science is a diverse field with a wide range of responsibilities depending on the company, all data scientists evaluate data to provide creative insight. Duties typically include creating machine-based learning tools for use by the tech company, such as recommendation engines or expanded artificial intelligence (A.I.) functions. Data scientists also typically collect, clean, and organize data, and perform statistical and predictive analysis.
Skills and experience:
Strong understanding of statistical theory and applications. Strong knowledge and hands-on experience with machine learning and/or big data techniques (Spark, Pig, Hive)
Exceptional coding skills and experience with at least one high-level programming language (Python, Java or equivalent)
Proven record of 3-plus years of experience conducting data science projects.
Experience performing investigations on large-scale data sets
Companies hiring data scientists now:
Malouf, Logan, Utah – See the job
Maternity and paternity leave
Vacation and paid time off
Employer-paid health care
ManTech, Chantilly, Virginia – See the job
Medical, dental, and vision plans
Vacation and paid time off
401(k) plan
McKinsey & Company, Boston – See the job
401(k) with limited matching
Maternity and paternity leave, including adoptive parents
Vacation and paid time off
2) Software engineer
Median annual salary: $92,046
Job satisfaction: 3.6/5
Number of job openings:110,664
What software engineers do: Software engineers use knowledge of engineering principles and programming languages to design, develop, and install software and systems. This role can start as an entry-level position, with the opportunity to be promoted to senior software engineer roles.
Skills and experience:
Proficiency in multiple programming languages such as Java, MySQL/Oracle/DB, HTML, CSS, JavaScript
Expertise with SQL, relational data modeling, and basic database schema design
Experience working across complex enterprise systems to enhance current processes and procedures, while ensuring the validity of enterprise data
Ability to solve architectural and system issues involving scalability and relational databases
Companies hiring software engineers now:
John Deere, Fargo, North Dakota – See the job
401(k) with 6% matching
10 days vacation to start
Flexible work arrangements
Slalom, Atlanta – See the job
50% 401(k) matching up to 6% of salary
Health care, including transgender medical benefits
Maternity and paternity leaves
Discord, San Francisco – See the job
Free lunch
Commuter reimbursement
Low-cost health/dental plan
3) DevOps engineer
Median annual salary: $100,000
Job satisfaction: 4.1/5
Number of job openings: 26,028
What devops engineers do: DevOps engineers automate and streamline existing systems and processes, as well as build and maintain tools for deployment, operations, and monitoring systems. They also diagnose and resolve issues in development, testing, and production environments.
Skills and experience:
Scripting skills in languages such as Bash, Ant, Python, Gradle, Maven, and Ruby
Experience with object-oriented design, data structures, and multithreaded algorithms
Experience with cloud-based infrastructure environments
Experience collaborating across multiple functional/technical teams to deliver a project
Companies hiring devops engineers now:
Macro Solutions, Atlanta – See the job
Best places to work awards
Vacation and paid time off
401(k) matching
Autodesk, Portland, Oregon – See the job
401(k) plan with match
Work from home
Low-cost health insurance
Jobot, Charleston, South Carolina – See the job
Employer-paid health insurance options
Unlimited paid time off
Free life insurance
4) Security engineer
Median annual salary: $100,000
Job satisfaction: 3.8/5
Number of job openings: 57,695
What security engineers do: Security Engineers protect computer networks and systems. They devise and carry out strategies to monitor and protect sensitive data and systems from infiltration and cyberattacks.
Skills and experience:
Expertise in disaster recovery, computer forensic tools, technologies, and methods
Expertise in coding languages, and the ability to understand mobile and malicious code
Experience with antivirus software, intrusion detection, firewalls, and content filtering
Understanding of risk-assessment tools, technologies, and methods
Bonus if the candidate has a computer science or information technology degree
Companies hiring security engineers now:
Zoom, San Jose, California – See the job
Unlimited vacation time
Work from home
Free food and gym; wellness reimbursement
Google, Sunnyvale, California – See the job
Free lunch and snacks
401(k) matching
Vacation and paid time off
Epic, Verona, Wisconsin – See the job
401(k) with 3% matching
Vacation and paid time off
Comprehensive health insurance
5) Data analyst
Median annual salary: $62,000
Job satisfaction: 3.9/5
Number of job openings: 5,691
What data analysts do: Data analyst duties include developing frameworks for data, analytics, and strategy development, as well as implementing data-analysis tools and providing user training. Other duties include collecting and analyzing data sets from diverse sources to inform business decisions and make accurate predictions. Tracking and monitoring internal and external data are other duties.
Skills and experience:
Ability to analyze large data sets and filter relevant data sets
Attention to detail, an analytical mind, and problem-solving ability
Experience in data modeling and reporting software
Ability to write actionable reports in clear language
Companies hiring data analysts now:
Kforce, Charlotte, North Carolina – See the job
Health and dental insurance
401(k) plan with match
Vacation and paid time off
National Education Partners, remote – See the job
Health, vision, and dental insurance
Vacation and paid time off
Tuition assistance
CDC Foundation, Detroit – See the job
403(b) plan with 10% match
Vacation and paid time off
Flexible shifts
6) Solutions architect
Median annual salary: $111,000
Job satisfaction: 3.6
Number of job openings: 71,106
What solutions architects do: Solution architects manage complex processes to solve business problems using technology. Duties include defining features, phases, and solution requirements to address issues and weaknesses and determining the best tech solution to solve problems while also explaining the solution to project stakeholders to achieve buy-in.
Skills and experience:
IT infrastructure and cloud development
Engineering and software architectural design
Working experience in various areas of IT
Project and product management
Companies hiring solutions architects now:
Highspot, Seattle – See the job
Unlimited vacation and paid time off
Flexible scheduling
Comprehensive health care, dental, and vision
Nvidia, Santa Clara, California – See the job
Health care coverage, life and disability insurance
401(k) matching up to 6%
Maternity and paternity leave
Segment, Denver – See the job
Flexible work schedule
Free meals, drinks, and snacks
Medical, dental, vision, life, and disability insurance
7) Systems engineer
Median annual salary: $78,000
Job satisfaction: 3.5/5
Number of job openings: 68,302
What systems engineers do: System engineers combine knowledge of engineering and coding to implement computer systems for businesses and organizations. Most job descriptions require system design and analysis, as well as communication, mathematical, and business skills. They implement new systems, evaluate performance, and correct software errors in existing systems. Responsibilities may include preparing progress and specifications reports, maintaining inventory, and overseeing payroll.
Skills and experience:
Knowledge of network hardware and operating systems
Strong communication skills
Experience with planning design, technical review, and implementation of new network infrastructure
Experience with troubleshooting and fixing networks and systems
Bonus if they have a computer science- or computer-related degree
Companies hiring systems engineers now:
Space Dynamics Laboratory. Albuquerque, New Mexico – See the job
401(a) with 14.2% matching of gross employee earnings
Vacation and paid time off
50% discount on Utah State University tuition for employee and dependents
ManTech, Virginia Beach, Virginia – See the job
100% paid tuition at Purdue Global for bachelors or masters degree
401(k) plan with match
Vacation and paid time off
Noblis, Washington, D.C. – See the job
401(k) plan with match
Work from home once a week
Vacation and paid time off
8) Software developer
Median annual salary: $77,000
Job satisfaction: 3.5/5
Number of job openings: 69,232
What software developers do: Software developer responsibilities include designing, testing, implementing, and managing software programs. They are also charged with modifying existing programs to meet company needs, developing quality-assurance testing methods, training users, and evaluating the software for its efficiency and usability. They may also implement programs, integrate systems, train users, and monitor systems.
Skills and experience:
Coding in languages such as Java, Python, C#/.Net, Mean, and Ruby
Problem-solving and analytical thinking
Experience in software testing and debugging
Expertise in object-oriented design
Companies hiring software developers now:
Cisco Systems, Richardson, Texas – See the job
Multiple health insurance plans and on-site medical
401(k) matching
Vacation and paid time off
Yeti Coolers, Austin Texas – See the job
Paid volunteer time
Vacation and paid time off
Best places to work winner
Lawrence Livermore National Security, Livermore, California – See the job
401(k) plan with 6% match, plus 3.5%, no cap
Generous paid time off — starts at 15 days vacation, plus 12 days sick leave
Flexible work schedules and work from home part-time
9) UX designer
Median annual salary: $85,000
Job satisfaction: 3.7/5
Number of job openings: 4,512
What UX designers do: UX designers are responsible for the look and feel of websites. Using product specifications, user psychology, and research data, they work with web developers to create website concepts and conduct usability tests to evaluate design success. They find creative ways to address usability, findability issues, and use the knowledge gained to develop wireframes and prototypes to meet customer needs.
Skills and experience:
Proficiency in design software such as UXPin and Balsamiq
HTML/CSS and JavaScript skills
Project-management and research experience
Experience as a UX or UI designer, or similar role
Companies hiring UX designers now:
Microsoft, Redmond, Washington – See the job
Employee discount
401(k) matched up to a maximum of $9,000
Company-paid health insurance
Google, San Francisco, California – See the job
Free lunch and snacks
401(k) matching
Vacation and paid time off
CyberCoders, Henderson, Nevada – See the job
401(k) plan with 6% match
Free unlimited food and drinks
Low-cost health insurance
10) Systems administrator
Median annual salary: $65,000
Job satisfaction: 3.6/5
Number of job openings: 39,177
What systems administrators do: System administrators are responsible for providing technical support for both hardware and software issues. They manage the configuration and operation of client-based computer operating systems, monitor systems, and respond to security issues. Job duties also include maintaining secure data backups, and monitoring and upgrading systems, processes, and security measures. They will also be expected to install and test new system hardware.
Skills and experience:
Knowledge of system vulnerabilities and security issues
Understanding of industry goals and practices
System administration experience
Experience with VMware
Companies hiring systems administrators now:
Kforce, Raleigh, North Carolina – See the job
Health and dental insurance
401(k) plan with match
Vacation and paid time off
BrainTrust Holdings, Annapolis Junction, Maryland – See the job
401(k) with 10% salary match
Vacation and paid time off
Health, dental, vision, and mental health insurance, plus family medical leave
Bowman Williams, New York City – See the job
401(k) plan with match
Employe- paid health insurance
Unlimited paid time off
11) Applications engineer
Median annual salary: $70,000
Job satisfaction: 4/5
Number of job openings: 94,159
What applications engineers do: Application Engineers gather customer input and sales information and use it to design or redesign, develop, test, and implement complex software programs and applications based on user needs. Job duties include designing, developing, implementing, and testing new applications, upgrading existing software, and providing technical support.
Skills and experience:
Software and coding skills specific to the job
Strong quantitative skills
Experience in engineering or development
Ability to collaborate across interdisciplinary teams
Companies hiring applications engineers now:
Apple, Santa Clara, California – See the job
Health insurance and wellness programs
Time-away programs
Stock grants and discount buy-ins
MathWorks, Natick, Massachusetts – See the job
401(k) with matching
Vacation and paid time off
Medical, dental, and vision insurance
Chime, San Francisco – See the job
401(k) with 50% contribution match
Unlimited paid time off
Employer-paid health, vision, dental, and disability insurance
12) Data engineer
Median annual salary: $130,525
Job satisfaction: 3.9/5
Number of job openings: 81,522
What data engineers do: Data engineers build systems to handle big data. They design, develop, build, test, and maintain architectures, including databases and large-scale data-processing systems. They are responsible for finding ways to acquire and filter data, and developing high-performance algorithms for data use, such as predictive modeling and proof of concepts. Responsibilities also include creating and implementing a disaster-recovery plan.
Skills and experience:
Knowledge of Hadoop-based technologies, SQL-based technologies, NoSQL technologies, data-modeling tools, and various coding languages including Python, C/C++ or Java, Perl
Statistical analysis and modeling
Predictive modeling, neuro-linguistic programming , machine learning, and text analysis experience
Experience with data-warehousing solutions
Companies hiring data engineers now:
Facebook, San Francisco – See the job
Free lunch and snacks
Three months of maternity and paternity leave
Generous vacation time, unlimited sick days, 21 days paid time off
Slack, San Francisco – See the job
Maternity and paternity leave, fertility and infertility benefits
401(k) with matching
Medical, dental, and vision for employee and dependents
Slalom, Seattle – See the job
50% 401(k) matching up to 6% of salary
Health care, including transgender medical benefits
Maternity and paternity leaves
13) Product manager
Median annual salary: $109,000
Job satisfaction: 3.8/5
Number of job openings: 80,024
What product managers do: Product managers are responsible for developing products from start to finish. They conduct market research to identify potential products, devise product requirements, write specifications, set production timelines and benchmarks, assign responsibilities, and monitor the project from end-to-end. They may also set pricing, as well as develop marketing strategies and rollout schedule.
Skills and experience:
Ability to identify new products, as well as develop products and marketing strategies
Excellent written and verbal communication skills
Experience in software development and web technologies
Product-management experience
Companies hiring product managers now:
Highspot, Seattle – See the job
Unlimited vacation and paid time off
Flexible scheduling
Comprehensive health care, dental, and vision
T-Mobile, Atlanta – See the job
Comprehensive health insurance
401(k) with 5% matching
Vacation and paid time off
SAP, Palo Alto, California – See the job
Vacation and paid time off
Career development programs and job training
Gender equality
14) Java developer
Median annual salary: $79,000
Job satisfaction: 3.7/5
Number of job openings: 27,685
What Java developers do: Java developers create user information system solutions by designing and developing high-volume, low-latency applications. Responsibilities include determining and defining user needs, writing specifications, and developing, testing, and implementing solutions.
Skills and experience:
Knowledge of relational databases, SQL and ORM technologies
Object-oriented analysis and design skills using common design patterns
Product-management experience
Java development experience
Companies hiring Java developers now:
Rose International, Mossville, Illinois – See the job
Medical, dental, vision, disability, and life insurance
401(k) plan (traditional and Roth) with matching
Fixed indemnity plan
CyberCoders, Eagan, Minnesota – See the job
401(k) plan with 6% match
Free unlimited food and drinks
Low-cost health insurance
Roblox, San Mateo, California – See the job
Variety of health care plan options
Vacation and paid time off
401(k) and Roth IRA plan with 4% match
15) Sales engineer
Median annual salary: $88,000
Job satisfaction: 4.1/5
Number of job openings: 25,935
What sales engineers do: Technical sales engineers provide clients with technical advice and introduce new products. Responsibilities include identifying new markets and clients, conducting sales meetings, negotiating contracts, and providing information, training, and technical support to clients.
Skills and experience:
Strong technical knowledge
The ability to communicate highly technical information in language easily understood by end users
Technical sales experience
Willingness to travel
Companies hiring sales engineers now:
DocuSign, Chicago – See the job
100% of employee’s medical, dental, and vision premiums, and over 50% of dependents’
Flexible spending account, health reimbursement arrangement
6 months paid parental leave
Snowflake, San Mateo, California – See the job
Vacation and paid time off
Free lunch 4 to 5 days per week
Health insurance and mental health therapy
SurveyMonkey, San Francisco, California – See the job
401(k) plan with matching
Unlimited paid time off
Two meals per day free
Editors’ Recommendations
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