Career Preparation for Graduates

Career Preparation for Graduates

College to Career Transition

1- Your Last Year of College: A 12-Month Career Preparation Plan

12 Months Before Graduation

• Research careers
• Update LinkedIn
• Build resume

9 Months Before Graduation

• Apply for internships
• Start certifications

6 Months Before Graduation

• Network
• Practice interviews

3 Months Before Graduation

• Apply aggressively

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The First 90 Days After Graduation: What Should You Do?

Topics:

• Avoid waiting too long
• Build skills
• Apply consistently
• Network
• Create projects

2- Skills Every Graduate Should Learn

Top 10 Skills Employers Want From New Graduates

1. Communication
2. Problem-solving
3. AI literacy
4. Data analysis
5. Collaboration
6. Project management
7. Digital skills
8. Adaptability
9. Critical thinking
10. Continuous learning

Generated by Google Gemini

Computer Science & Technology Careers

Computer Science & Technology Careers

Technology Career Roadmaps

1. Computer Science Degree: What Career Options Do You Really Have?

Topics:

• Software Engineer
• Data Engineer
• Data Scientist
• Cybersecurity Analyst
• Cloud Engineer
• DevOps Engineer
• Database Administrator
• AI Engineer
• Salesforce Administrator/Consultant
• Business Systems Analyst

2. The Best IT Careers for Computer Science Graduates in 2026

Possible list:

1. AI Engineer
2. Cloud Engineer
3. Cybersecurity Specialist
4. Software Developer
5. Data Engineer
6. Salesforce Consultant
7. DevOps Engineer
8. Product Manager
9. Business Analyst
10. Solutions Architect

Salesforce Consultant vs. Salesforce Administrator

Salesforce Consultant vs. Salesforce Administrator

Salesforce is one of the world's leading Customer Relationship Management (CRM) platforms, helping organizations manage sales, customer service, marketing, and business operations.

Although Salesforce Consultants and Salesforce Administrators often work together, their responsibilities are different:

• A Salesforce Administrator manages and maintains the Salesforce platform for an organization.
• A Salesforce Consultant analyzes business needs and designs Salesforce solutions that improve business processes.

A simple way to think about it:

Salesforce Administrators keep Salesforce running. Salesforce Consultants help organizations transform their business using Salesforce.

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Salesforce Administrator

A Salesforce Administrator is responsible for configuring, maintaining, and supporting a Salesforce environment. They use Salesforce’s declarative tools ("clicks, not code") to customize the platform and help users work more efficiently.

Salesforce Administrators focus on platform management, user support, configuration, and daily operations.

Daily Responsibilities

• Create and manage users
• Configure objects, fields, and relationships
• Manage profiles, roles, and permission sets
• Build reports and dashboards
• Create Salesforce Flows
• Maintain data quality
• Import and export data
• Manage security settings
• Support end users
• Troubleshoot Salesforce issues

Common Salesforce Tools

• Setup Menu
• Object Manager
• Flow Builder
• Report Builder
• Dashboard Builder
• Data Import Wizard
• Data Loader
• Permission Sets
• Change Sets
• Salesforce Inspector

Skills

• Salesforce Configuration
• CRM Concepts
• Data Management
• Security Model
• Automation with Flow
• Reporting & Analytics
• User Training
• Business Process Understanding

Typical Certifications

Core Certifications

• Salesforce Certified Administrator
• Salesforce Certified Advanced Administrator

Recommended Next Certifications

• Salesforce Certified Platform App Builder
• Salesforce Certified Business Analyst
• Salesforce Certified Associate
• Salesforce Certified AI Associate
• Salesforce Certified AI Specialist

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Salesforce Consultant

A Salesforce Consultant helps organizations maximize the value of Salesforce by analyzing business processes, designing solutions, and guiding implementations.

Salesforce Consultants focus on strategy, solution design, business transformation, and implementation projects.

Daily Responsibilities

• Meet with business stakeholders
• Analyze current business processes
• Gather requirements
• Design Salesforce solutions
• Recommend Salesforce best practices
• Create implementation plans
• Configure Salesforce solutions
• Lead workshops and training sessions
• Support Salesforce deployments
• Manage client relationships

Common Salesforce Areas

Sales Cloud

• Lead management
• Opportunity management
• Sales automation
• Forecasting

Service Cloud

• Case management
• Customer support
• Knowledge Management
• Omni-Channel

Experience Cloud

• Customer and partner portals

Marketing Cloud

• Customer journeys
• Email marketing automation

Data Cloud

• Customer data integration
• Data unification

Skills

• Business Analysis
• Solution Design
• Salesforce Architecture Concepts
• Stakeholder Management
• Project Management
• CRM Strategy
• Salesforce Best Practices
• Change Management

Typical Certifications

Consultant Certifications

• Salesforce Sales Cloud Consultant
• Salesforce Service Cloud Consultant
• Salesforce Experience Cloud Consultant
• Salesforce Field Service Consultant
• Salesforce Education Cloud Consultant

Additional Recommended Certifications

• Salesforce Certified Administrator
• Salesforce Certified Business Analyst
• Salesforce Platform App Builder
• Salesforce AI Specialist

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Quick Comparison

Salesforce Administrator	Salesforce Consultant
Manages Salesforce daily operations	Designs Salesforce solutions
Works mainly with one organization	Often works with multiple clients
Focuses on configuration	Focuses on strategy and implementation
Supports users	Advises business leaders
Maintains existing systems	Builds solutions for business transformation
Mostly internal role	Often client-facing role

Generated by Google Gemini

Business Analyst vs. Systems Analyst

Successful IT projects require both a clear understanding of business needs and the ability to translate those needs into technical solutions. Two key professionals help bridge this gap: the Business Analyst (BA) and the Systems Analyst (SA).

A Business Analyst focuses on understanding business problems and identifying the best solutions, while a Systems Analyst focuses on designing and improving the technical systems that implement those solutions.

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Business Analyst

A Business Analyst works closely with business stakeholders to understand their goals, challenges, and requirements. They analyze business processes and recommend technology or process improvements that increase efficiency and deliver value.

Business Analysts focus on business needs, process improvement, and stakeholder communication.

Daily Responsibilities

• Gather business requirements
• Conduct stakeholder interviews
• Analyze business processes
• Document functional requirements
• Create user stories and use cases
• Facilitate meetings and workshops
• Support User Acceptance Testing (UAT)
• Recommend process improvements

Common Tools

• Microsoft Excel
• Microsoft Visio
• Lucidchart
• Jira
• Confluence
• Microsoft Power BI
• Miro
• Microsoft Teams

Common Methodologies

• Agile
• Scrum
• Waterfall
• Business Process Modeling (BPM)
• User Story Mapping

Skills

• Requirements Gathering
• Communication
• Process Analysis
• Problem Solving
• Documentation
• Stakeholder Management
• Business Process Modeling
• Data Analysis

Typical Certifications

IIBA

• Entry Certificate in Business Analysis (ECBA)
• Certification of Capability in Business Analysis (CCBA)
• Certified Business Analysis Professional (CBAP)

PMI

• PMI Professional in Business Analysis (PMI-PBA)

Salesforce

• Salesforce Certified Business Analyst

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Systems Analyst

A Systems Analyst evaluates, designs, and improves information systems to ensure they meet business and technical requirements. They act as a bridge between Business Analysts, software developers, database administrators, and infrastructure teams.

Systems Analysts focus on technical system design, integration, and implementation.

Daily Responsibilities

• Analyze existing systems
• Translate business requirements into technical specifications
• Design system workflows
• Coordinate with developers
• Support software implementation
• Evaluate system performance
• Troubleshoot system issues
• Document technical specifications

Common Technologies

• SQL
• APIs
• Databases
• ERP Systems
• CRM Systems
• Cloud Platforms

Common Tools

• Microsoft Visio
• Lucidchart
• Jira
• Confluence
• SQL Server Management Studio
• Postman
• Draw.io
• Enterprise Architect

Skills

• Systems Analysis
• SQL
• Database Concepts
• API Integration
• Technical Documentation
• Process Modeling
• Problem Solving
• Software Development Life Cycle (SDLC)

Typical Certifications

CompTIA

• CompTIA Project+

Microsoft

• Microsoft Certified: Azure Fundamentals (AZ-900)
• Microsoft Certified: Azure Administrator Associate (AZ-104) (helpful for cloud-based systems)

Salesforce

• Salesforce Certified Administrator
• Salesforce Certified Business Analyst (for Salesforce ecosystem roles)

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Quick Comparison

Business Analyst	Systems Analyst
Focuses on business needs	Focuses on technical systems
Gathers requirements	Designs technical solutions
Works closely with business stakeholders	Works closely with developers and IT teams
Improves business processes	Improves system performance and functionality
Produces functional requirements	Produces technical specifications

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Generated by Google Gemini

QA Engineer vs. Software Tester

QA Engineer vs. Software Tester

Delivering high-quality software requires more than writing code—it also requires thorough testing and quality assurance. Although the terms QA Engineer and Software Tester are sometimes used interchangeably, they have different responsibilities and goals.

A Software Tester focuses on finding defects in software, while a QA Engineer focuses on preventing defects by improving the entire software development and testing process.

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QA Engineer

A Quality Assurance (QA) Engineer develops and improves the processes, standards, and automated testing strategies that ensure software quality throughout the Software Development Life Cycle (SDLC).

QA Engineers focus on preventing bugs before they reach customers.

Daily Responsibilities

• Design testing strategies
• Create test plans and test cases
• Develop automated tests
• Improve QA processes
• Review software requirements
• Collaborate with developers and product managers
• Perform regression testing
• Track and report software quality metrics

Common Testing Types

• Functional Testing
• Regression Testing
• Integration Testing
• Performance Testing
• Security Testing
• API Testing
• User Acceptance Testing (UAT)

Common Tools

• Selenium
• Cypress
• Playwright
• JUnit
• TestNG
• Postman
• JMeter
• Jira
• Jenkins
• GitHub Actions

Skills

• Test Automation
• Software Development Life Cycle (SDLC)
• Agile & Scrum
• Programming (Java, Python, JavaScript)
• API Testing
• CI/CD
• SQL
• Problem Solving

Typical Certifications

ISTQB

• ISTQB Certified Tester Foundation Level (CTFL)
• ISTQB Test Automation Engineer

Agile

• Certified ScrumMaster (CSM)

Cloud

• AWS Certified Developer – Associate (helpful for cloud-based testing environments)

Automation

• Selenium Automation Testing Certifications

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Software Tester

A Software Tester executes test cases, identifies defects, verifies bug fixes, and ensures that software functions according to requirements.

Software Testers focus on detecting bugs and validating application functionality.

Daily Responsibilities

• Execute manual test cases
• Report software defects
• Verify bug fixes
• Perform exploratory testing
• Test new features
• Validate application functionality
• Document testing results
• Collaborate with QA Engineers and developers

Common Testing Types

• Manual Testing
• Smoke Testing
• Sanity Testing
• Functional Testing
• Regression Testing
• Exploratory Testing
• Compatibility Testing
• User Acceptance Testing (UAT)

Common Tools

• Jira
• TestRail
• Postman
• Browser Developer Tools
• SQL
• Excel
• Bug Tracking Systems

Skills

• Manual Testing
• Attention to Detail
• Bug Reporting
• Requirement Analysis
• SQL Basics
• Communication
• Critical Thinking
• Documentation

Typical Certifications

ISTQB

• ISTQB Certified Tester Foundation Level (CTFL)

Agile

• Certified Agile Tester (CAT)

General

• Certified Software Tester (CSTE)

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Quick Comparison

QA Engineer	Software Tester
Prevents defects	Finds defects
Builds testing strategies	Executes test cases
Focuses on quality processes	Focuses on product validation
Often develops automated tests	Often performs manual testing
Works throughout the SDLC	Primarily validates completed features

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Generated by Google Gemini

Network Engineer vs. Systems Administrator

 Network Engineer vs. Systems Administrator

Every organization's IT infrastructure depends on both computer networks and computer systems. While these roles often work together, they have distinct responsibilities. A Network Engineer ensures devices can communicate efficiently and securely, while a Systems Administrator manages the servers, operating systems, and services that users depend on every day.

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Network Engineer

A Network Engineer designs, implements, maintains, and secures an organization's network infrastructure. Their primary responsibility is ensuring reliable communication between computers, servers, cloud resources, and other network-connected devices.

Network Engineers focus on connectivity, network performance, scalability, and security.

Daily Responsibilities

• Design network infrastructure
• Configure routers and switches
• Manage firewalls
• Monitor network performance
• Troubleshoot connectivity issues
• Configure VPNs
• Implement network security
• Plan network upgrades

Common Technologies

• TCP/IP
• DNS
• DHCP
• VLANs
• VPN
• BGP
• OSPF
• SD-WAN

Common Hardware

• Cisco Routers
• Cisco Switches
• Juniper Devices
• Palo Alto Firewalls
• Fortinet Firewalls
• Wireless Access Points

Common Tools

• Wireshark
• SolarWinds
• Cisco Packet Tracer
• PuTTY
• Nagios
• PRTG Network Monitor

Skills

• Network Design
• Routing & Switching
• Firewalls
• VPN Configuration
• Wireless Networking
• Network Security
• Troubleshooting
• Linux Basics

Typical Certifications

Cisco

• Cisco Certified Support Technician (CCST) Networking
• Cisco Certified Network Associate (CCNA)
• Cisco Certified Network Professional (CCNP Enterprise)

CompTIA

• Network+
• Security+

Juniper

• Juniper Networks Certified Associate (JNCIA)

Fortinet

• Fortinet Certified Associate (FCA)
• Fortinet Certified Professional (FCP)

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Systems Administrator

A Systems Administrator (SysAdmin) installs, configures, maintains, and supports servers, operating systems, user accounts, and IT services. Their primary responsibility is ensuring that business systems remain secure, stable, and available.

Systems Administrators focus on servers, operating systems, virtualization, and user management.

Daily Responsibilities

• Install and maintain servers
• Manage Windows and Linux systems
• Create and manage user accounts
• Configure Active Directory
• Monitor server health
• Apply operating system updates
• Perform backups and disaster recovery
• Troubleshoot server and application issues

Common Technologies

• Windows Server
• Linux (Ubuntu, Red Hat, Rocky Linux)
• Active Directory
• Microsoft Entra ID (formerly Azure Active Directory)
• VMware
• Hyper-V
• Microsoft 365

Common Tools

• PowerShell
• Bash
• VMware vCenter
• Windows Admin Center
• Microsoft Intune
• Ansible
• Remote Desktop
• SSH

Skills

• Windows Server Administration
• Linux Administration
• Active Directory
• Virtualization
• PowerShell
• Bash Scripting
• Backup & Recovery
• Server Security

Typical Certifications

Microsoft

• Microsoft Certified: Windows Server Hybrid Administrator Associate (AZ-800 & AZ-801)
• Microsoft 365 Certified: Endpoint Administrator Associate (MD-102)

Red Hat

• Red Hat Certified System Administrator (RHCSA)
• Red Hat Certified Engineer (RHCE)

CompTIA

• Server+
• Linux+
• Security+

VMware

• VMware Certified Professional – Data Center Virtualization (VCP-DCV)

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Quick Comparison

Network Engineer	Systems Administrator
Manages network infrastructure	Manages servers and operating systems
Configures routers, switches, and firewalls	Configures Windows, Linux, and virtual machines
Focuses on connectivity	Focuses on system availability
Troubleshoots network issues	Troubleshoots server and application issues
Specializes in communication between devices	Specializes in the systems users rely on

Generated by Google Gemini

Database Administrator (DBA) vs. Data Engineer

Organizations generate massive amounts of data every day. Two important IT roles help manage and utilize this data: Database Administrators (DBAs) and Data Engineers. Although both work with databases, their responsibilities and goals are very different.

A Database Administrator ensures databases are secure, reliable, and available, while a Data Engineer builds data pipelines and infrastructure that enable analytics, reporting, and machine learning.

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Database Administrator (DBA)

A Database Administrator (DBA) installs, configures, maintains, secures, and optimizes databases. Their primary responsibility is ensuring that databases are available, reliable, and perform efficiently.

DBAs focus on database administration, security, backup, recovery, and performance tuning.

Daily Responsibilities

• Install and configure database servers
• Monitor database performance
• Perform backups and recovery
• Manage database security
• Optimize SQL queries
• Create and maintain indexes
• Upgrade database software
• Troubleshoot database issues

Common Database Platforms

• Oracle Database
• Microsoft SQL Server
• MySQL
• PostgreSQL
• MariaDB
• IBM Db2

Common Tools

• SQL Server Management Studio (SSMS)
• Oracle Enterprise Manager
• pgAdmin
• MySQL Workbench
• Azure Data Studio
• Redgate SQL Monitor

Skills

• SQL
• Database Administration
• Backup & Recovery
• High Availability
• Disaster Recovery
• Performance Tuning
• Database Security
• Linux & Windows Administration

Typical Certifications

Oracle

• Oracle Database Administrator Professional

Microsoft

• Microsoft Certified: Azure Database Administrator Associate (DP-300)

AWS

• AWS Certified Database – Specialty (legacy; many professionals now pursue AWS data or database-related certifications instead)

IBM

• IBM Certified Database Administrator

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Data Engineer

A Data Engineer designs, builds, and maintains the infrastructure that collects, transforms, and delivers data for analytics, reporting, and machine learning.

Data Engineers focus on moving and preparing data so that Data Analysts, Data Scientists, and AI Engineers can use it effectively.

Daily Responsibilities

• Build data pipelines
• Design ETL/ELT processes
• Integrate data from multiple sources
• Clean and transform data
• Develop data warehouses and data lakes
• Optimize large-scale data processing
• Monitor pipeline reliability
• Support analytics and AI teams

Common Technologies

• Python
• SQL
• Apache Spark
• Apache Kafka
• Apache Airflow
• Databricks
• Snowflake
• dbt

Common Cloud Platforms

• AWS
• Microsoft Azure
• Google Cloud Platform (GCP)

Common Tools

• Docker
• Kubernetes
• Git
• Hadoop
• Spark
• Airflow
• Terraform
• Azure Data Factory
• AWS Glue

Skills

• SQL
• Python
• Data Modeling
• ETL/ELT
• Cloud Computing
• Big Data
• Data Warehousing
• Distributed Systems

Typical Certifications

Microsoft

• Microsoft Certified: Azure Data Engineer Associate (DP-203)

AWS

• AWS Certified Data Engineer – Associate

Google Cloud

• Professional Data Engineer

Databricks

• Databricks Certified Data Engineer Associate
• Databricks Certified Data Engineer Professional

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Quick Comparison

Database Administrator	Data Engineer
Manages databases	Builds data pipelines
Focuses on reliability and security	Focuses on data movement and transformation
Performs backups and recovery	Develops ETL/ELT workflows
Optimizes database performance	Optimizes data processing
Supports operational systems	Supports analytics, BI, and AI

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Generated by Google Gemini