Software Developer job task requires many years of preparation to master many tasks.

I can tell myself I am not qualified or incompetent when I do not know the procedure on how to do the job or task but only for limited period of time. For example, I maybe not qualified or incompetent as a data scientist from 2 years up to 10 years. This is level 7 to 8 specific training preparation after the training I can take certification to prove my qualification or competency to do many known lists of specific to occupation tasks.

Example of Tasks Associated to Software Developer Responsibilities

  • Analyze information to determine, recommend, and plan installation of a new system or modification of an existing system.Related occupations
  • Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.Related occupations
  • Confer with data processing or project managers to obtain information on limitations or capabilities for data processing projects.Related occupations
  • Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.Related occupations
  • Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.Related occupations
  • Coordinate installation of software system.Related occupations
  • Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.Related occupations
  • Determine system performance standards.Related occupations
  • Develop or direct software system testing or validation procedures, programming, or documentation.Related occupations
  • Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.Related occupations
  • Monitor functioning of equipment to ensure system operates in conformance with specifications.Related occupations
  • Obtain and evaluate information on factors such as reporting formats required, costs, or security needs to determine hardware configuration.Related occupations
  • Prepare reports or correspondence concerning project specifications, activities, or status.Related occupations
  • Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.Related occupations
  • Specify power supply requirements and configuration.Related occupations
  • Store, retrieve, and manipulate data for analysis of system capabilities and requirements.Related occupations
  • Supervise and assign work to programmers, designers, technologists, technicians, or other engineering or scientific personnel.Related occupations
  • Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.Related occupations
  • Train users to use new or modified equipment.


Software Technologies you are expected to know how to use from day 1 when you start your work.

  • Access software — Citrix cloud computing software; PuTTY Related occupations
  • Administration software — Software distribution management software Related occupations
  • Analytical or scientific software — IBM SPSS Statistics  ; Minitab; SAS  ; The MathWorks MATLAB  ; 5 moreRelated occupations
  • Application server software — Atlassian Bitbucket  ; GitLab  ; Kubernetes  ; Red Hat OpenShift  ; 7 moreRelated occupations
  • Authentication server software — Single sign-on SSO Related occupations
  • Backup or archival software — Backup and archival software; Veritas NetBackup Related occupations
  • Business intelligence and data analysis software — Alteryx software  ; IBM Cognos Impromptu; Microsoft Power BI  ; Tableau  ; 3 moreRelated occupations
  • Cloud-based data access and sharing software — Dropbox; Google Drive; Microsoft SharePoint  ; Slack  ; 1 moreRelated occupations
  • Cloud-based management software — Amazon Web Services AWS CloudFormation  ; IBM WebSphere; IBM WebSphere MQ; Splunk Enterprise  ; 1 moreRelated occupations
  • Clustering software — VMware Related occupations
  • Communications server software — IBM Domino Related occupations
  • Computer based training software — Moodle Related occupations
  • Configuration management software — Chef  ; IBM Terraform  ; Perforce Helix software; Puppet  ; 6 moreRelated occupations
  • Content workflow software — Atlassian JIRA  ; Emerald Software Group Emerald Green Office Related occupations
  • Customer relationship management CRM software — Blackbaud The Raiser’s Edge; Oracle Eloqua; Salesforce software Related occupations
  • Data base management system software — Amazon DynamoDB  ; Elasticsearch  ; Oracle Database  ; Redis  ; 21 moreRelated occupations
  • Data base reporting software — Microsoft SQL Server Reporting Services SSRS  ; Oracle Business Intelligence Discoverer; SAP Business Intelligence; SAP Crystal Reports; 3 moreRelated occupations
  • Data base user interface and query software — Airtable; Apache Hive  ; Blackboard software; GraphQL  ; 14 moreRelated occupations
  • Data mining software — Google Analytics Related occupations
  • Desktop communications software — Skype Related occupations
  • Desktop publishing software — Adobe InDesign  ; Microsoft Publisher Related occupations
  • Development environment software — Apache Kafka  ; Apache Maven  ; Oracle Java 2 Platform Enterprise Edition J2EE  ; Oracle SQL Developer  ; 61 moreRelated occupations
  • Device drivers or system software — Microsoft DirectX Related occupations
  • Document management software — Adobe Acrobat  ; Document management system software Related occupations
  • Electronic mail software — Google Gmail; IBM Notes; Microsoft Exchange; Microsoft Outlook Related occupations
  • Enterprise application integration software — Atlassian Bamboo  ; Extensible markup language XML  ; Jenkins CI  ; Microsoft SQL Server Integration Services SSIS  ; 5 moreRelated occupations
  • Enterprise resource planning ERP software — Microsoft Dynamics  ; Oracle JD Edwards EnterpriseOne; Oracle PeopleSoft  ; SAP software  ; 7 moreRelated occupations
  • Enterprise system management software — IBM Power Systems software Related occupations
  • Expert system software — Ansible software Related occupations
  • File versioning software — Apache Subversion SVN  ; Git  ; Version control software Related occupations
  • Filesystem software — File server software Related occupations
  • Financial analysis software — Delphi Technology; Oracle E-Business Suite Financials Related occupations
  • Graphical user interface development software — Figma  ; Graphical user interface GUI builder software; Graphical user interface GUI design software; Salesforce Visualforce Related occupations
  • Graphics or photo imaging software — Adobe Creative Cloud software  ; Adobe Illustrator  ; JamBoard; Trimble SketchUp Pro  ; 4 moreRelated occupations
  • Information retrieval or search software — Apache Avro; LexisNexis Related occupations
  • Instant messaging software — Blink; GroupMe Related occupations
  • Internet directory services software — Microsoft Active Directory Related occupations
  • Internet protocol IP multimedia subsystem software — Voice over internet protocol VoIP system software Related occupations
  • Map creation software — ESRI ArcGIS software Related occupations
  • Metadata management software — Informatica software  ; Quest Erwin Data Modeler; Talend Data FabricRelated occupations
  • Network conferencing software — LogMeIn GoToWebinar Related occupations
  • Network monitoring software — Nagios; Wireshark Related occupations
  • Network operation system software — IBM z/OS operating systems Related occupations
  • Network security and virtual private network VPN equipment software — Firewall software; Virtual private networking VPN software Related occupations
  • Object or component oriented development software — Apache Spark  ; Objective C  ; Scala  ; TypeScript  ; 34 moreRelated occupations
  • Object oriented data base management software — Hibernate ORM  ; PostgreSQL Related occupations
  • Office suite software — LibreOffice; Microsoft Office software Related occupations
  • Operating system software — Apple iOS  ; Google Android  ; Microsoft Windows Server  ; UNIX Shell  ; 21 moreRelated occupations
  • Platform interconnectivity software — Migration software Related occupations
  • Portal server software — Apache HTTP Server Related occupations
  • Presentation software — Google Slides; Microsoft PowerPoint Related occupations
  • Process mapping and design software — Microsoft Visio Related occupations
  • Program testing software — Hewlett Packard LoadRunner; JUnit  ; Selenium  ; SonarQube; 21 moreRelated occupations
  • Project management software — Atlassian Confluence  ; Microsoft Team Foundation Server  ; Microsoft Teams  ; Oracle Primavera Enterprise Project Portfolio Management  ; 1 moreRelated occupations
  • Requirements analysis and system architecture software — IBM Rational RequisitePro; Requirements management software; Unified modeling language UMLRelated occupations
  • Sales and marketing software — Marketo Marketing Automation Related occupations
  • Spreadsheet software — Google Sheets  ; Microsoft Excel Related occupations
  • Storage networking software — Amazon Simple Storage Service S3  ; Storage area network SAN software Related occupations
  • Transaction security and virus protection software — Encryption software; McAfee; NortonLifeLock cybersecurity software Related occupations
  • Transaction server software — Customer information control system CICS; IBM Middleware; Microsoft Internet Information Services (IIS); Object Management Group Object Request Broker; 1 moreRelated occupations
  • Video conferencing software — Cisco Webex  ; Google Meet; LogMeIn GoToMeeting; Zoom  ; 1 moreRelated occupations
  • Video creation and editing software — Adobe After Effects  ; Flipgrid; Screencastify; YouTube; 1 moreRelated occupations
  • Web page creation and editing software — Adobe Dreamweaver; Google Sites; LinkedIn  ; WordPress  ; 1 moreRelated occupations
  • Web platform development software — Bootstrap  ; Eclipse Jersey  ; React  ; Vue.js  ; 31 moreRelated occupations
  • Word processing software — 3M Post-it App; Google Docs  ; Microsoft OneNote; Microsoft Word  ; 1 more

I can tell myself I am not qualified or incompetent when I do not understand how to do the job or task but only for limited period of time. For example, I maybe not qualified or incompetent for less than 2 days. This is level 1 specific training preparation after the training I am now qualified or competent to do specific task.

I can tell myself I am not qualified or incompetent when I do not know the procedure on how to do the job or task but only for limited period of time. For example, I maybe not qualified or incompetent up to 1 month. This is level 2 specific training preparation after the training I am now certified as qualified or competent to do many known lists of specific to occupation tasks.

I can tell myself I am not qualified or incompetent when I cannot show, demonstrate, and explain how to do the job or task but only for limited period of time. For example, I maybe not qualified or incompetent over 1 month up to and including 3 months. This is level 3 specific training preparation after the training I am now certified as qualified or competent to do many known lists of specific to occupation tasks.

I can tell myself I am not qualified or incompetent when I cannot plan, direct, coordinate, integrate, review, approve, evaluate, negotiate, consult, prepare budget, propose new solution, identify root cause and so on to do the job specific to occupation task. This is level 8 specific training preparation after the training I am now certified or licensed to practice as qualifed or competent to do many known lists of specific to occupation tasks.

But since job or task are known repeatable, transferable, and teachable that requires specific time elapsed to acquire the knowledge, techniques, and skills to become certified, licensed, qualified, and competent. Therefore, my disqualification or incompetency will only last from hours, days, months, or years. Then I will become qualified and competent. So, I should apply for a job even if I don’t meet all the requirements.

If the job or task is not yet known as repeatable, transferable, and teachable. Therefore, all job candidates started with zero baseline for comparison. The hiring manager probably will base his/her hiring decision to known specified outcomes that the company expected to see as their measurement of success. The selected job candidate most likely has many foundational skills such as problem solving, communication, collaboration, persistence, and domain knowledge that will maximize the likelihood of delivering the specified outcome.

Data Scientist job task requires many years of preparation to master many tasks.


I can tell myself I am not qualified or incompetent when I do not know the procedure on how to do the job or task but only for limited period of time. For example, I maybe not qualified or incompetent as a data scientist from 2 years up to 10 years. This is level 7 to 8 specific training preparation after the training I can take certification to prove my qualification or competency to do many known lists of specific to occupation tasks.

Example of Tasks Associated to Data Scientist Responsibilities

  • Analyze, manipulate, or process large sets of data using statistical software.Related occupations
  • Apply feature selection algorithms to models predicting outcomes of interest, such as sales, attrition, and healthcare use.Related occupations
  • Apply sampling techniques to determine groups to be surveyed or use complete enumeration methods.Related occupations
  • Clean and manipulate raw data using statistical software.Related occupations
  • Compare models using statistical performance metrics, such as loss functions or proportion of explained variance.Related occupations
  • Create graphs, charts, or other visualizations to convey the results of data analysis using specialized software.Related occupations
  • Deliver oral or written presentations of the results of mathematical modeling and data analysis to management or other end users.Related occupations
  • Design surveys, opinion polls, or other instruments to collect data.Related occupations
  • Identify business problems or management objectives that can be addressed through data analysis.Related occupations
  • Identify relationships and trends or any factors that could affect the results of research.Related occupations
  • Identify solutions to business problems, such as budgeting, staffing, and marketing decisions, using the results of data analysis.Related occupations
  • Propose solutions in engineering, the sciences, and other fields using mathematical theories and techniques.Related occupations
  • Read scientific articles, conference papers, or other sources of research to identify emerging analytic trends and technologies.Related occupations
  • Recommend data-driven solutions to key stakeholders.Related occupations
  • Test, validate, and reformulate models to ensure accurate prediction of outcomes of interest.Related occupations
  • Write new functions or applications in programming languages to conduct analyses.


Software Technologies you are expected to know how to use from day 1 when you start your work.

I can tell myself I am not qualified or incompetent when I do not understand how to do the job or task but only for limited period of time. For example, I maybe not qualified or incompetent for less than 2 days. This is level 1 specific training preparation after the training I am now qualified or competent to do specific task.

I can tell myself I am not qualified or incompetent when I do not know the procedure on how to do the job or task but only for limited period of time. For example, I maybe not qualified or incompetent up to 1 month. This is level 2 specific training preparation after the training I am now certified as qualified or competent to do many known lists of specific to occupation tasks.

I can tell myself I am not qualified or incompetent when I cannot show, demonstrate, and explain how to do the job or task but only for limited period of time. For example, I maybe not qualified or incompetent over 1 month up to and including 3 months. This is level 3 specific training preparation after the training I am now certified as qualified or competent to do many known lists of specific to occupation tasks.

I can tell myself I am not qualified or incompetent when I cannot plan, direct, coordinate, integrate, review, approve, evaluate, negotiate, consult, prepare budget, propose new solution, identify root cause and so on to do the job specific to occupation task. This is level 8 specific training preparation after the training I am now certified or licensed to practice as qualifed or competent to do many known lists of specific to occupation tasks.

But since job or task are known repeatable, transferable, and teachable that requires specific time elapsed to acquire the knowledge, techniques, and skills to become certified, licensed, qualified, and competent. Therefore, my disqualification or incompetency will only last from hours, days, months, or years. Then I will become qualified and competent. So, I should apply for a job even if I don’t meet all the requirements.

If the job or task is not yet known as repeatable, transferable, and teachable. Therefore, all job candidates started with zero baseline for comparison. The hiring manager probably will base his/her hiring decision to known specified outcomes that the company expected to see as their measurement of success. The selected job candidate most likely has many foundational skills such as problem solving, communication, collaboration, persistence, and domain knowledge that will maximize the likelihood of delivering the specified outcome.

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AI Chatbot service subscription explanation

Email admin@invbat.com after payment

Click here to subscribe for personal AI chatbot

Clikc here to advertise and get free chatbot AI Service

Open Automatic Calculator and Important to Remember Database

Give every teacher their own Math AI teaching assistant available on demand

Give every student their own personal Math AI tutor available on demand

3rd Grade Math Assessment Reviewer

4th Grade Math Assessment Reviewer

5th Grade Math Assessment Reviewer

6th Grade Math Assessment Reviewer

7th Grade Math Assessment Reviewer

8th Grade Math Assessment Reviewer

High School Math Assessment Reviewer

Math teachers imagine you can provide a personal Math AI chatbot for each of your students

Mission of IN-V-BAT-AI, a personal AI chatbot service provider

History of IN-V-BAT-AI

How to successfully implement technology in classroom from Edtech Genome Project research

Read Edtech Genome Project Research – Final Report

How school can subscribe to chatbot assessment tool

Explanation of One Click Search Theory

The use of intelligent tutor is predicted to expand significantly

Life long learning companion now called personal chatbot was predicted in 2016

Privacy Policy

Disclaimer