Key Takeaways
  • Match Keywords Exactly: ATS platforms rely on exact-match logic. To avoid getting filtered out, list both acronyms and full terms (e.g., “SEO (Search Engine Optimization)”) and include specific software versions if the job posting mentions them.

  • Presence Beats Frequency: On most major ATS systems, keyword frequency doesn’t boost your ranking. What matters is presence—ensure every required technical skill appears at least once in the exact form used in the job description.

  • Categorize Your Skills: Group your hard skills into clearly labeled technical categories (e.g., Data Analysis, Cloud Platforms) rather than listing them in one massive, undifferentiated block. This pleases both the algorithm and human recruiters.

  • Format Certifications Structurally: Keep your credentials parseable by always leading with the full credential name, followed by the issuing organization and explicit dates (e.g., Project Management Professional (PMP), Project Management Institute — Issued Jan 2022 | Expires Jan 2025).

  • Quantify Your Impact: Move beyond just listing tools in your job duties. Use the formula [Tool/Methodology] + [Specific Action] + [Quantified Outcome] to prove exactly how your technical skills drove measurable business results.

  • Audit Before You Apply: Dedicate 10 minutes to mine the job description for required vs. preferred skills, or use a resume scanner like Jobscan to instantly surface missing technical keywords before hitting submit.

If your resume doesn’t contain the exact technical keywords a company is looking for, a human hiring manager will likely never even read it. Welcome to the reality of Applicant Tracking Systems (ATS). To beat the algorithm and secure an interview, you must prominently feature your hard skills—the specific, measurable, and teachable proficiencies required to execute the job.

In this guide, we’ll break down the most in-demand hard skills for a resume and show you exactly how to format your software expertise, coding languages, and technical certifications to guarantee you pass the digital screen.

Don’t forget to complement your technical profile with resume soft skills.

How applicant tracking systems (ATS) parse hard skills

When you submit a resume, an ATS doesn’t read it the way a human does. It tokenizes your content into discrete data fields—job titles, dates, locations, and skills—and then runs a comparison against the structured requirements of the job posting.

For technical hard skills, this process operates on exact-match logic. That has three critical implications:

1. Acronyms and full terms are not interchangeable.

An ATS system parsing for “Search Engine Optimization” will not automatically match a resume that only lists “SEO”—and vice versa. This is especially true on exact-match platforms like Taleo, Oracle, Brassring, and Greenhouse, which perform only word-for-word matching and do not resolve acronyms, synonyms, or root forms.

Semantic matchers handle more variation, but since you rarely know which system you’re submitting to, the safest approach is to include both forms: “SEO (Search Engine Optimization)” on first reference, then use the acronym alone throughout.

2. Software versions can be separate keyword fields.

A job posting that specifies “Python 3.x” or “Salesforce Sales Cloud” is looking for those exact strings. Listing “Python” alone may generate a partial match, but it won’t satisfy a requisition that explicitly requires a version or product line. Where you know the version, include it.

3. Keyword presence matters more than keyword frequency.

On exact-match ATS platforms (such as Greenhouse and JazzHR), keyword frequency does not boost your ranking. These systems operate on Boolean logic: a skill either appears on your resume or it doesn’t. Repeating a keyword multiple times produces no additional match signal. What matters is presence, not repetition. Focus on ensuring every required technical skill from the job description appears at least once in your resume—in the exact form the posting uses.

How to optimize your resume with hard skills

Jobscan’s match report surfaces exactly the data you need: it shows which technical skills are present in the job description, how frequently they appear, and whether those terms are found on your resume. It also flags missing skills—the keywords present in the posting but absent from your document.

As you can see in the image below, the resume scanner will analyze the number of times a hard skill is mentioned in the job description and show if your resume mentions them just as frequently. The scanner also notes hard skills that are missing from your resume. Above, you can see that the scanned resume is missing important hard skills: “business development,” “business insights,” and “finance.”

To use the tool, you just have to paste your resume and the job description and click “scan.”

Use the match report as a pre-submission audit. For each missing hard skill you actually possess, add it to your resume before applying.

Step 3 of Jobscan's resume scanner, to inspect the results of the Match Report.
Jobscan’s match report alerts you of missing hard skills found in the job description. Using the report, you can better optimize your resume by ensuring you include the most critical hard skills needed for the role.

Most in-demand hard skills by technical category

Listing hard skills as a single undifferentiated block reduces their searchability and makes your resume harder for both ATS systems and human reviewers to parse. The more effective approach is to organize your skills into labelled technical categories—a structure that mirrors how hiring managers and recruiters search ATS databases by domain.

Below are the most in-demand technical categories and the specific tools, platforms, and methodologies within each one.

Computer & software proficiency hard skills

Core productivity and business software that most office and knowledge-worker roles require:

  • ERP Systems: SAP, Oracle NetSuite, Microsoft Dynamics 365
  • Microsoft 365: Word, Excel (including pivot tables, VLOOKUP, Power Query), PowerPoint, Outlook, Teams
  • Google Workspace: Google Docs, Sheets, Slides, Drive
  • Adobe Creative Suite: Photoshop, Illustrator, InDesign, Premiere Pro, After Effects
  • CRM Platforms: Salesforce, HubSpot CRM, Zoho CRM
  • Project Management Software: Asana, Monday.com, Trello, Jira, Smartsheet, Notion
  • Cloud Platforms: AWS (Amazon Web Services), Microsoft Azure, Google Cloud Platform (GCP)

Data analysis & statistical tools hard skills

In-demand technical proficiencies for data, analytics, and business intelligence functions:

  • Spreadsheet Analytics: Excel (advanced functions, macros, Power BI integration), Google Sheets
  • Business Intelligence (BI): Tableau, Microsoft Power BI, Looker, Google Looker Studio (formerly Data Studio), Qlik
  • Statistical Software: R, SPSS, SAS, MATLAB
  • Database Query Languages: SQL (MySQL, PostgreSQL, Microsoft SQL Server, SQLite), NoSQL (MongoDB)
  • Data Pipeline & ETL: Apache Spark, Airflow, Talend, dbt (data build tool)
  • Big Data & Cloud Analytics: Google BigQuery, Amazon Redshift, Snowflake, Databricks
  • Data Cleaning & Preparation: Python (pandas, NumPy), OpenRefine

Coding languages & web development hard skills

Technical proficiencies for software engineering, development, and DevOps roles:

  • Programming Languages: Python, Java, JavaScript (ES6+), C++, C#, Ruby, Go (Golang), Swift, Kotlin, Rust, Scala, PHP
  • Web Development — Front End: HTML5, CSS3, JavaScript, React.js, Vue.js, Angular, TypeScript, Next.js
  • Web Development — Back End: Node.js, Django, Flask, Ruby on Rails, Spring Boot, Laravel, FastAPI
  • Mobile Development: React Native, Flutter, Swift (iOS), Kotlin (Android), Xcode
  • Version Control: Git, GitHub, GitLab, Bitbucket
  • DevOps & CI/CD: Docker, Kubernetes, Jenkins, GitHub Actions, Terraform, Ansible, CircleCI
  • Cybersecurity: SIEM tools (Splunk, IBM QRadar), penetration testing, network security, encryption protocols, HIPAA/SOC 2 compliance
  • Machine Learning & AI: TensorFlow, PyTorch, Scikit-learn, Hugging Face, LangChain, Natural Language Processing (NLP), LLM fine-tuning

Marketing platforms & SEO hard skills

Technical tools and methodologies for digital marketing, content, and growth functions:

  • SEO & SEM: Google Search Console, SEMrush, Ahrefs, Moz, Screaming Frog, keyword research, technical SEO auditing, on-page optimization, schema markup, Core Web Vitals
  • Paid Advertising: Google Ads (formerly Google AdWords), Meta Ads Manager, LinkedIn Campaign Manager, programmatic advertising, PPC (pay-per-click), display advertising
  • Analytics Platforms: Google Analytics 4 (GA4), Adobe Analytics, Mixpanel, Hotjar, Heap
  • Marketing Automation: HubSpot Marketing Hub, Marketo, Pardot (Salesforce Marketing Cloud Account Engagement), Klaviyo, Mailchimp, ActiveCampaign
  • Content Management Systems (CMS): WordPress, Webflow, Squarespace, Contentful, Drupal, Shopify
  • Social Media Management: Hootsuite, Buffer, Sprout Social, Later, Meta Business Suite
  • E-Commerce Platforms: Shopify, WooCommerce, Magento, BigCommerce

Where to place technical proficiencies & hard skills on your resume

Hard skills belong in two distinct areas of your resume: a dedicated technical proficiencies section and your work experience bullet points. These placements serve different functions—the skills section establishes your competency inventory; the experience section proves you’ve applied those competencies at scale.

Building a dedicated “Technical Skills” section

A standalone technical skills or proficiencies section gives ATS systems a clean, parseable block of keyword data. It also allows recruiters to assess your tool stack at a glance before reading your experience.

Structure this section by category rather than listing all skills in a single block. Categorized groups are more readable and allow you to signal domain depth within each technical area.

Here is an example structure:

TECHNICAL SKILLS

  • Programming Languages: Python, JavaScript (ES6+), SQL, R
  • BI & Data Visualization: Tableau, Power BI, Google Looker Studio
  • Cloud & DevOps: AWS, Docker, Kubernetes, Terraform
  • CRM & Marketing Platforms: Salesforce, HubSpot, Marketo, Google Ads

Avoid dumping every skill you’ve ever used into a single comma-separated list. An undifferentiated list of 40 tools tells the ATS little more than a list of 10 would—and it tells the recruiter nothing useful about your domain depth.

Practical rules for this section:
  • List only skills you can demonstrate in an interview or a work sample.
  • Keep category labels short and recognizable (“Cloud Platforms” not “Cloud-Based Infrastructure Technologies”).
  • Use the exact tool or platform name as it appears in job postings—not abbreviations you’ve invented.
  • If a job description specifies a product suite (e.g., “Salesforce Sales Cloud”), use that product-level term rather than the parent brand alone.

Formatting licences and certifications properly

Certifications and licences are a distinct credential type that require structured formatting. An ATS parses certifications differently from general skills — it extracts the credential name, issuing organization, and expiration date as separate data points. Inconsistent formatting can cause these fields to be misread or dropped entirely.

Use the following format for each credential: 

CERTIFICATIONS & LICENCES

[Full Credential Name], [Issuing Organization] — Issued [Month Year] | Expires [Month Year]

Applied examples:

AWS Certified Solutions Architect – Associate, Amazon Web Services — Issued March 2023 | Expires March 2026

Project Management Professional (PMP), Project Management Institute (PMI) — Issued January 2022 | Expires January 2025

Google Analytics 4 Certification, Google — Issued June 2024 | No Expiry

Certified Public Accountant (CPA), CPA Canada — Issued May 2020 | Active

Key formatting rules for certifications:
  • Always write the full credential name first. The acronym in parentheses is secondary—e.g., Project Management Professional (PMP), not PMP alone.
  • Name the issuing organization explicitly. “Certified in Salesforce” is not the same as “Salesforce Certified Administrator, Salesforce.” One is a vague claim; the other is a parseable credential.
  • Include expiry dates when applicable. Many credentialling bodies (PMI, AWS, CompTIA) require renewal cycles. Omitting an expiry date leaves ambiguity about whether the credential is current.
  • If a licence has no expiry, write “Active” rather than leaving the field blank.
  • Separate licences from certifications if you hold both. A state-issued licence (e.g., a P.Eng. or a CPA designation) carries different authority than a vendor certification and should be formatted in its own section or clearly labelled.

How to quantify your hard skills in the experience section

The skills section establishes your technical inventory. The experience section is where you prove you’ve used those tools to produce measurable outcomes. Quantification is the mechanism that converts a credential into evidence.

For each hard skill you list, ask: what changed as a result of using this tool or applying this methodology? The answer should be expressible as a number, a percentage, a dollar figure, or a time delta.

Below are concrete examples organized by technical category:

Data analysis & BI tools

Strong:

“Built 12 Tableau dashboards tracking real-time pipeline data for a 45-person sales team, reducing weekly reporting time by 6 hours per analyst.”

Weak:

“Used Tableau to create dashboards for the sales team.”

Programming & automation

Strong:

“Developed Python (pandas, NumPy) scripts to automate monthly data reconciliation across 3 source systems, cutting a 14-hour manual process to under 40 minutes.”

Weak:

“Wrote Python scripts to automate data processing.”

SEO & marketing platforms

Strong:

“Executed a technical SEO audit using SEMrush and Google Search Console across a 400-page site, resolving 230 crawl errors and increasing organic traffic by 38% over 6 months.”

Weak:

“Managed SEO strategy using SEMrush and Google Search Console.”

Cloud infrastructure

Strong:

“Led migration of 8 on-premise legacy applications to AWS EC2 and S3, reducing infrastructure costs by $120,000 annually and improving system uptime from 97.2% to 99.9%.”

Weak:

“Migrated company systems to AWS.”

CRM & sales Ttechnology

Strong:

“Redesigned Salesforce Sales Cloud pipeline stages and automated lead scoring for a 30-person team, increasing qualified opportunity conversion rate by 22% in Q3.”

Weak:

“Used Salesforce to manage client relationships.”

The formula is consistent across categories: [Tool or Methodology] + [Specific Action] + [Quantified Outcome].

If you don’t have a precise figure, use directional language with context: “reduced processing time significantly” tells an ATS nothing; “reduced processing time from 4 hours to 45 minutes” is parseable and credible.ement. Employers are more likely to invest in employees with the skills necessary to take on higher responsibilities. As you acquire more skills, you can qualify for more advanced roles.

Check which skills you should list on your resume to get noticed by recruiters!
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How to identify the exact technical keywords & hard skills a job requires

Most job seekers read a posting for general fit. ATS optimization requires a different process: you need to extract the specific technical terminology the employer has used, because that is the exact vocabulary the ATS has been configured to search for.

Here is a systematic method for mining a job description for required technical keywords:

Step 1: Separate the “required” skills from the “preferred” skills

Most postings have two skill tiers. Required skills are non-negotiable ATS filters—resumes missing these keywords may be eliminated before human review. Preferred or “nice-to-have” skills are additional match signals. Prioritize required skills first.

Step 2: Identify tool names, platform names, and methodologies separately

A posting may reference a methodology (e.g., Agile, Scrum, Six Sigma), a tool (e.g., Jira, Tableau), and a platform (e.g., AWS, Salesforce) in the same sentence. These are distinct keyword types. Capture all three—using the exact terms from the posting, not synonyms.

Step 3: Note both the hard skill’s acronym and the full term

If the posting reads “SEO/SEM experience required,” both forms are keywords. If it reads “Search Engine Optimization,” that full phrase is the indexed term. When in doubt, include both forms.

Step 4: Flag version-specific or product-specific hard skill language

If the posting says “Salesforce Sales Cloud” instead of just “Salesforce,” or “Python 3” instead of “Python,” those specifics are the indexed keywords. Match them exactly.

Step 5: Run your resume through Jobscan before submitting

Paste your resume and the job description into Jobscan’s resume scanner. The match report will identify which required technical keywords are present, which are missing, and how your keyword frequency compares to the posting. This is the most reliable way to audit your resume against ATS parsing logic before it reaches a recruiter.

Manual keyword extraction takes about 10–15 minutes per application. Jobscan automates the comparison and surfaces gaps in seconds. Either way, the goal is the same: your resume should use the employer’s exact technical vocabulary, not a paraphrase of it.

FAQs

What are hard skills to include on a resume?

Examples of hard skills include data analysis, programming, graphic design, foreign language proficiency, machine operation, SEO, marketing, project management, accounting, social media management, and cybersecurity.

What are some easy hard skills?

Some hard skills might be considered easier to learn because they may require less time to understand the basics or have more accessible learning resources available. Here are a few examples:
• Computer skills
• Social media management
• Data entry
• Office software
• Customer service software
• Basic math
• Language proficiency
• Email communication
• File management
• Basic graphic design

How to improve your hard skills?

First, identify the skills pertinent to your career or interests. Then, enroll in online courses that teach those skills, attend workshops, and read relevant books and articles. You can also earn certifications to show employers that you have learned the skills they require.

What are hard skills?

Hard skills are specific, measurable, and teachable knowledge or expertise you need to do a job effectively. These skills are often industry-specific or role-specific and can be developed through education, training, and on-the-job experience.

How can you acquire hard skills?

Hard skills can be learned through formal education, online courses, certifications, and hands-on experience.

Why are hard skills important?

Hard skills are essential because they demonstrate your ability to perform job-specific tasks and are often required qualifications for job positions.

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Kelsey Purcell, CPRW

Kelsey Purcell, CPRW, is a writer specializing in career advice and resume best practices at Jobscan. She is a certified professional resume writer (CPRW) and a member of the Professional Association of Résumé Writers & Career Coaches.

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