Penetration testers begin by collecting stakeholder data to evaluate risk and develop targeted attack strategies. They conduct comprehensive security audits using established criteria, then design and execute sophisticated tests that simulate techniques used by known cyber threat actors. Daily work involves developing infiltration tests that exploit device vulnerabilities, assessing physical security of servers and network devices, and configuring systems to incorporate principles of least functionality and least access. They collaborate with IT teams to discuss security solutions and prepare detailed presentations on threat intelligence findings. Testing activities span wireless networks, data systems, and telecommunications infrastructure, requiring proficiency with tools like AWS, Ansible, and various programming languages including C, C#, and Python.
Successful penetration testers possess exceptional dependability and attention to detail, as their work directly impacts organizational security posture. They demonstrate high integrity when handling sensitive systems and data, combined with appropriate cautiousness to avoid causing operational disruptions during testing. Strong intellectual curiosity drives continuous learning about emerging threats and attack vectors. The role attracts investigative personalities who enjoy systematic problem-solving and analytical thinking, along with conventional types who value structured methodologies and detailed documentation. These professionals excel at thinking like adversaries while maintaining ethical boundaries and professional responsibility.
Penetration testing shows moderate resistance to automation due to the creative and adaptive thinking required to simulate sophisticated threat actors. While automated vulnerability scanning tools continue advancing, the strategic planning, social engineering assessment, and contextual interpretation of security findings require human expertise. The evolving threat landscape and need for customized attack simulations ensure continued demand for skilled practitioners.
Postings appear within hours of going live on the source ATS. No aggregator lag. Direct from source.
| TERM | COUNT | FREQ | BAR | SOURCE ATTRIBUTION |
|---|---|---|---|---|
| security | 100 | 0.0328 | wikipedia 69% inference 17% | |
| penetration | 91 | 0.0299 | wikipedia 86% inference 10% | |
| testing | 65 | 0.0213 | wikipedia 78% inference 14% | |
| computer | 46 | 0.0151 | wikipedia 89% dwas 7% | |
| tendency | 42 | 0.0138 | onet dimensi 100% | |
| test | 29 | 0.0095 | wikipedia 83% dwas 10% | |
| vulnerabilities | 23 | 0.0076 | wikipedia 78% onet tasks 13% | |
| tools | 20 | 0.0066 | wikipedia 80% inference 15% | |
| risk | 16 | 0.0053 | wikipedia 62% inference 19% | |
| tests | 15 | 0.0049 | wikipedia 60% onet tasks 27% | |
| network | 13 | 0.0043 | wikipedia 38% onet tasks 23% | |
| threat | 13 | 0.0043 | wikipedia 38% onet tasks 31% | |
| attack | 13 | 0.0043 | wikipedia 77% inference 23% | |
| technical | 12 | 0.0039 | dwas 42% wikipedia 33% | |
| services | 12 | 0.0039 | wikipedia 75% inference 17% | |
| tool | 12 | 0.0039 | wikipedia 100% | |
| access | 11 | 0.0036 | wikipedia 73% onet tasks 18% | |
| others | 11 | 0.0036 | onet dimensi 91% wikipedia 9% | |
| government | 11 | 0.0036 | wikipedia 73% inference 27% | |
| many | 11 | 0.0036 | wikipedia 82% inference 18% | |
| known | 10 | 0.0033 | wikipedia 70% onet tasks 20% | |
| teams | 10 | 0.0033 | wikipedia 70% inference 20% | |
| standards | 10 | 0.0033 | wikipedia 60% onet dimensi 40% | |
| target | 10 | 0.0033 | wikipedia 100% | |
| service | 10 | 0.0033 | wikipedia 100% | |
| sharing | 10 | 0.0033 | wikipedia 100% | |
| software | 10 | 0.0033 | wikipedia 80% inference 20% | |
| open | 9 | 0.0030 | wikipedia 78% onet dimensi 22% | |
| assessment | 9 | 0.0030 | wikipedia 78% inference 22% | |
| study | 9 | 0.0030 | wikipedia 100% |
Provenance Window — Full Source Record · 15-1299.04 · Penetration Testers 7 source blocks · click to expand
[None] Assess the physical security of servers, systems, or network devices to identify vulnerability to temperature, vandalism, or natural disasters. DWAs: Evaluate characteristics of equipment or systems. [None] Collect stakeholder data to evaluate risk and to develop mitigation strategies. DWAs: Analyze risks to minimize losses or damages. [None] Conduct network and security system audits, using established criteria. DWAs: Analyze security of systems, network, or data. [None] Configure information systems to incorporate principles of least functionality and least access. DWAs: Develop computer or information systems. [None] Design security solutions to address known device vulnerabilities. DWAs: Develop computer or information security policies or procedures. [None] Develop and execute tests that simulate the techniques of known cyber threat actors. DWAs: Test performance of electrical, electronic, mechanical, or integrated systems or equipment. | Develop testing routines or procedures. [None] Develop infiltration tests that exploit device vulnerabilities. DWAs: Develop testing routines or procedures. [None] Develop presentations on threat intelligence. DWAs: Prepare scientific or technical reports or presentations. [None] Develop security penetration testing processes, such as wireless, data networks, and telecommunication security tests. DWAs: Develop testing routines or procedures. [None] Discuss security solutions with information technology teams or management. DWAs: Discuss design or technical features of products or services with technical personnel. [None] Document penetration test findings. DWAs: Prepare technical or operational reports. [None] Evaluate vulnerability assessments of local computing environments, networks, infrastructures, or enclave boundaries. DWAs: Interpret design or operational test results. [None] Gather cyber intelligence to identify vulnerabilities. DWAs: Search files, databases or reference materials to obtain needed information. [None] Identify new threat tactics, techniques, or procedures used by cyber threat actors. DWAs: Investigate illegal or suspicious activities. [None] Identify security system weaknesses, using penetration tests. DWAs: Analyze security of systems, network, or data. [None] Investigate security incidents, using computer forensics, network forensics, root cause analysis, or malware analysis. DWAs: Examine records or other types of data to investigate criminal activities. [None] Keep up with new penetration testing tools and methods. DWAs: Stay informed about current developments in field of specialization. [None] Maintain up-to-date knowledge of hacking trends. DWAs: Stay informed about current developments in field of specialization. [None] Prepare and submit reports describing the results of security fixes. DWAs: Prepare scientific or technical reports or presentations. [None] Test the security of systems by attempting to gain access to networks, Web-based applications, or computers. DWAs: Test computer system operations to ensure proper functioning. [None] Update corporate policies to improve cyber security. DWAs: Develop organizational policies or programs. [None] Write audit reports to communicate technical and procedural findings and recommend solutions. DWAs: Prepare analytical reports.
--- WORK STYLES --- Dependability (imp:10.00) — A tendency to be reliable, responsible, and consistent in meeting work-related o Attention to Detail (imp:9.00) — A tendency to be detail-oriented, organized, and thorough in completing work. Integrity (imp:8.00) — A tendency to be honest and ethical at work. Cautiousness (imp:7.00) — A tendency to be careful, deliberate, and risk-avoidant when making work-related Intellectual Curiosity (imp:6.00) — A tendency to seek out and acquire new work-related knowledge and obtain a deep Achievement Orientation (imp:5.00) — A tendency to establish and maintain personally challenging work-related goals, Perseverance (imp:4.00) — A tendency to exhibit determination and resolve to perform or complete tasks in Adaptability (imp:3.00) — A tendency to be open to and comfortable with change, new experiences, or ideas Integrity (imp:2.93) — A tendency to be honest and ethical at work. Attention to Detail (imp:2.77) — A tendency to be detail-oriented, organized, and thorough in completing work. Dependability (imp:2.65) — A tendency to be reliable, responsible, and consistent in meeting work-related o Innovation (imp:2.58) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on Adaptability (imp:2.30) — A tendency to be open to and comfortable with change, new experiences, or ideas Intellectual Curiosity (imp:2.28) — A tendency to seek out and acquire new work-related knowledge and obtain a deep Perseverance (imp:2.15) — A tendency to exhibit determination and resolve to perform or complete tasks in Achievement Orientation (imp:2.08) — A tendency to establish and maintain personally challenging work-related goals, Cautiousness (imp:2.06) — A tendency to be careful, deliberate, and risk-avoidant when making work-related Initiative (imp:2.03) — A tendency to be proactive and take on extra responsibilities and tasks that may Innovation (imp:2.00) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on Tolerance for Ambiguity (imp:1.93) — A tendency to be comfortable with ambiguity and uncertainty at work. Self-Control (imp:1.63) — A tendency to remain calm and composed and to manage emotions effectively in res Stress Tolerance (imp:1.27) — A tendency to cope and function effectively in stressful situations at work. Initiative (imp:1.00) — A tendency to be proactive and take on extra responsibilities and tasks that may Self-Confidence (imp:0.62) — A tendency to believe in one's work-related capabilities and ability to control Cooperation (imp:0.37) — A tendency to be pleasant, helpful, and willing to assist others at work. Tolerance for Ambiguity () — A tendency to be comfortable with ambiguity and uncertainty at work. Self-Confidence () — A tendency to believe in one's work-related capabilities and ability to control Leadership Orientation () — A tendency to lead, take charge, offer opinions, and provide direction at work. Leadership Orientation () — A tendency to lead, take charge, offer opinions, and provide direction at work. Humility () — A tendency to be modest and humble when interacting with others at work. Sincerity () — A tendency to be genuine and sincere in interactions with others at work, withou Empathy () — A tendency to show concern for others and be sensitive to others' needs and feel Cooperation () — A tendency to be pleasant, helpful, and willing to assist others at work. Optimism () — A tendency to exhibit a positive attitude and positive emotions at work, even un Social Orientation () — A tendency to seek out, enjoy, and be energized by social interaction at work. Stress Tolerance () — A tendency to cope and function effectively in stressful situations at work. Self-Control () — A tendency to remain calm and composed and to manage emotions effectively in res Sincerity (imp:-0.03) — A tendency to be genuine and sincere in interactions with others at work, withou Optimism (imp:-0.24) — A tendency to exhibit a positive attitude and positive emotions at work, even un Empathy (imp:-0.38) — A tendency to show concern for others and be sensitive to others' needs and feel Social Orientation (imp:-0.59) — A tendency to seek out, enjoy, and be energized by social interaction at work. Humility (imp:-0.85) — A tendency to be modest and humble when interacting with others at work.
--- NATIONAL WAGES --- total_employment : 435,370 annual_median : $116,580 annual_pct10 : $55,940 annual_pct25 : $79,370 annual_pct75 : $157,500 annual_pct90 : $188,470 annual_mean : $122,230 hourly_median : $56.05 --- GEOGRAPHIC DISPERSION --- highest_state : District of Columbia ($156,590) lowest_state : Puerto Rico ($60,470) dispersion_ratio : 2.590x --- TOP STATES BY WAGE (54 total) --- Professional, Scientific, and Technical Services emp: 123,970 median: $ 121,310 Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp: 97,870 median: $ 124,530 Information emp: 48,470 median: $ 131,720 Finance and Insurance emp: 27,020 median: $ 131,760 Management of Companies and Enterprises emp: 25,080 median: $ 128,070 Administrative and Support and Waste Management and Remediation Services emp: 23,450 median: $ 99,210 Manufacturing emp: 23,360 median: $ 105,040 Educational Services emp: 17,310 median: $ 83,120 Wholesale Trade emp: 12,810 median: $ 109,960 Health Care and Social Assistance emp: 10,490 median: $ 93,010 --- TOP INDUSTRIES BY EMPLOYMENT (20 total) --- Professional, Scientific, and Technical Services emp: 123,970 median: $ 121,310 Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp: 97,870 median: $ 124,530 Information emp: 48,470 median: $ 131,720 Finance and Insurance emp: 27,020 median: $ 131,760 Management of Companies and Enterprises emp: 25,080 median: $ 128,070 Administrative and Support and Waste Management and Remediation Services emp: 23,450 median: $ 99,210 Manufacturing emp: 23,360 median: $ 105,040 Educational Services emp: 17,310 median: $ 83,120 Wholesale Trade emp: 12,810 median: $ 109,960 Health Care and Social Assistance emp: 10,490 median: $ 93,010
exact_match_status : found matched_title : Penetration test match_score : 0.9143 wikidata_qid : Q1501923 word_count : 3,597 wikipedia_url : https://en.wikipedia.org/wiki/Penetration_test license : CC BY-SA 4.0 fetched_at : 2026-06-02T20:24:36.008648Z --- WIKIPEDIA FULL TEXT --- A penetration test, colloquially known as a pentest, is an authorized simulated cyberattack on a computer system, performed live to evaluate the security of the system. The test is performed to identify weaknesses (or vulnerabilities), including the potential for unauthorized parties to gain access to the system's features and data, as well as strengths, enabling a full risk assessment to be completed. The process typically identifies the target systems and a particular goal, then reviews available information and undertakes various means to attain that goal. A penetration test target may be a white box (about which background and system information are provided in advance to the tester) or a black box (about which only basic information other than the company name is provided). A gray box penetration test is a combination of the two (where limited knowledge of the target is shared with the auditor). There are different types of penetration testing, depending on the goal of the organization which include: Network (external and internal), Wireless, Web Application, Social Engineering, and Remediation Verification. A penetration test can help identify a system's vulnerabilities to attack and estimate how vulnerable it is. The UK National Cyber Security Center describes penetration testing as: "A method for gaining assurance in the security of an IT system by attempting to breach some or all of that system's security, using the same tools and techniques as an adversary might." Penetration tests are a component of a full security audit. For example, the Payment Card Industry Data Security Standard requires penetration testing on a regular schedule, and after system changes. Penetration testing also can support risk assessments as outlined in the NIST Risk Management Framework SP 800-53. Several standard frameworks and methodologies exist for conducting penetration tests. These include the Open Source Security Testing Methodology Manual (OSSTMM), the Penetration Testing Execution Standard (PTES), the NIST Special Publication 800-115, the Information System Security Assessment Framework (ISSAF) and the OWASP Testing Guide. CREST, a not for profit professional body for the technical cyber security industry, provides its CREST Defensible Penetration Test standard that provides the industry with guidance for commercially reasonable assurance activity when carrying out penetration tests. Since 2017 the terms Penetration Testing as a Service (PTaaS) has become popular. This involves using a platform to invoke a test as an alternative to using consultants. Even more recently a common pen testing tool called a flipper was used to hack the MGM casinos in 2023 by a group called Scattered Spiders showing the versatility and power of some of the tools of the trade. == Purpose == The goals of a penetration test vary depending on the type of approved activity for any given engagement, with the primary goal focused on finding vulnerabilities that could be exploited by a nefarious actor, and informing the client of those vulnerabilities along with recommended mitigation strategies. Penetration test reports may also assess potential impacts to the organization and suggest countermeasures to reduce the risk. == History == By the mid 1960s, growing popularity of time-sharing computer systems that made resources accessible over communication lines created new security concerns. As the scholars Deborah Russell and G. T. Gangemi Sr. explain, "The 1960s marked the true beginning of the age of computer security." In June 1965, for example, several of the U.S.'s leading computer security experts held one of the first major conferences on system security—hosted by the government contractor, the System Development Corporation (SDC). During the conference, someone noted that one SDC employee had been able to easily undermine various system safeguards added to SDC's AN/FSQ-32 time-sharing computer system. In hopes that further system security study would be useful, attendees requested "...studies to be conducted in such areas as breaking security protection in the time-shared system." In other words, the conference participants initiated one of the first formal requests to use computer penetration as a tool for studying system security. At the Spring 1968 Joint Computer Conference, many leading computer specialists again met to discuss system security concerns. During this conference, the computer security experts Willis Ware, Harold Petersen, and Rein Turn, all of the RAND Corporation, and Bernard Peters of the National Security Agency (NSA), all used the phrase "penetration" to describe an attack against a computer system. In a paper, Ware referred to the military's remotely accessible time-sharing systems, warning that "Deliberate attempts to penetrate such computer systems must be anticipated." His colleagues Petersen and Turn shared the same concerns, observing that online communication systems "...are vulnerable to threats to privacy," including "deliberate penetration." Bernard Peters of the NSA made the same point, insisting that computer input and output "...could provide large amounts of information to a penetrating program." During the conference, computer penetration would become formally identified as a major threat to online computer systems. The threat that computer penetration posed was next outlined in a major report organized by the United States Department of Defense (DoD) in late 1967. Essentially, DoD officials turned to Willis Ware to lead a task force of experts from NSA, CIA, DoD, academia, and industry to formally assess the security of time-sharing computer systems. By relying on many papers presented during the Spring 1967 Joint Computer Conference, the task force largely confirmed the threat to system security that computer penetration posed. Ware's report was initially classified, but many of the country's leading computer experts quickly identified the study as the definitive document on computer security. Jeffrey R. Yost of the Charles Babbage Institute has more recently described the Ware report as "...by far the most important and thorough study on technical and operational issues regarding secure computing systems of its time period." In effect, the Ware report reaffirmed the major threat posed by computer penetration to the new online time-sharing computer systems. To better understand system weaknesses, the federal government and its contractors soon began organizing teams of penetrators, known as tiger teams, to use computer penetration to test system security. Deborah Russell and G. T. Gangemi Sr. stated that during the 1970s "...'tiger teams' first emerged on the computer scene. Tiger teams were government and industry-sponsored teams of crackers who attempted to break down the defenses of computer systems in an effort to uncover, and eventually patch, security holes." A leading scholar on the history of computer security, Donald MacKenzie, similarly points out that, "RAND had done some penetration studies (experiments in circumventing computer security controls) of early time-sharing systems on behalf of the government." Jeffrey R. Yost of the Charles Babbage Institute, in his own work on the history of computer security, also acknowledges that both the RAND Corporation and the SDC had "engaged in some of the first so-called 'penetration studies' to try to infiltrate time-sharing systems in order to test their vulnerability." In virtually all these early studies, tiger teams successfully broke into all targeted computer systems, as the country's time-sharing systems had poor defenses. Of early tiger team actions, efforts at the RAND Corporation demonstrated the usefulness of penetration as a tool for assessing system security. At the time, one RAND analyst noted that the tests had "...demonstrated the practicality of system-penetration as a tool for evaluating the effectiveness and adequacy of implemented data security safeguards." In ad --- SEMANTIC NEIGHBORS (5) --- Title: BlackArch (similarity: 0.0714) URL: https://en.wikipedia.org/wiki/BlackArch QID: Q28402512 Extract: BlackArch is a penetration testing distribution based on Arch Linux that provides a large number of security tools. It is an open-source distro created specially for penetration testers and security researchers. The repository contains more than 2800 tools that can be installed individually or in gr Title: Hydra (software) (similarity: 0.2286) URL: https://en.wikipedia.org/wiki/Hydra_(software) QID: Q1454352 Extract: Hydra is a parallelized network login cracker built into various operating systems like Kali Linux, Parrot and other major penetration testing environments. It was created as a proof of concept tool, for security researchers to demonstrate how easy it can be to crack logins. Hydra works by using dif Title: Pass the hash (similarity: 0.3750) URL: https://en.wikipedia.org/wiki/Pass_the_hash QID: Q7142434 Extract: In computer security, pass the hash is a hacking technique that allows an attacker to authenticate to a remote server or service by using the underlying NTLM or LanMan hash of a user's password, instead of requiring the associated plaintext password as is normally the case. It replaces the need for Title: Synack (similarity: 0.1600) URL: https://en.wikipedia.org/wiki/Synack QID: Q30637385 Extract: Synack is an American technology company based in Redwood City, California, United States. The company uses a software-as-a-service platform to connect customers with freelance security researchers who conduct penetration testing to identify vulnerabilities. Title: Emergency Alert System (similarity: 0.3902) URL: https://en.wikipedia.org/wiki/Emergency_Alert_System QID: Q561323 Extract: The Emergency Alert System (EAS) is a national warning system in the United States designed to allow authorized officials to broadcast emergency alerts and warning messages to the public via cable, satellite and broadcast television and AM, FM and satellite radio. Informally, Emergency Alert System
model_pass1 : claude-sonnet-4-20250514
model_pass2 : claude-haiku-4-5-20251001
inference_confidence : high
confidence_notes : Strong confidence based on comprehensive O*NET data including detailed tasks, work activities, and technology requirements, supported by exact Wikipedia match and clear BLS wage data with substantial employment figures.
inferred_at : 2026-06-03T14:08:35.465820+00:00
tokens_input : 3,463
tokens_output : 4,226
cost_usd : $0.043844
wikipedia_used : True
wikipedia_title : Penetration test
wikipedia_note : Wikipedia confirms penetration testing as authorized simulated cyberattacks to evaluate system security, performed to identify weaknesses and assess risk. The definition aligns closely with the O*NET occupation description and core job activities.
--- PROSE FIELDS ---
ROLE SUMMARY:
Penetration testers are cybersecurity professionals who conduct authorized simulated cyberattacks to evaluate network and system security vulnerabilities. They attempt to breach critical systems using adversary tools and techniques to assess security posture and identify weaknesses before malicious actors can exploit them. These ethical hackers provide essential risk assessment services by systematically testing defenses and developing mitigation strategies.
DAY IN THE LIFE:
Penetration testers begin by collecting stakeholder data to evaluate risk and develop targeted attack strategies. They conduct comprehensive security audits using established criteria, then design and execute sophisticated tests that simulate techniques used by known cyber threat actors. Daily work involves developing infiltration tests that exploit device vulnerabilities, assessing physical security of servers and network devices, and configuring systems to incorporate principles of least functionality and least access. They collaborate with IT teams to discuss security solutions and prepare detailed presentations on threat intelligence findings. Testing activities span wireless networks, data systems, and telecommunications infrastructure, requiring proficiency with tools like AWS, Ansible, and various programming languages including C, C#, and Python.
WHO THRIVES:
Successful penetration testers possess exceptional dependability and attention to detail, as their work directly impacts organizational security posture. They demonstrate high integrity when handling sensitive systems and data, combined with appropriate cautiousness to avoid causing operational disruptions during testing. Strong intellectual curiosity drives continuous learning about emerging threats and attack vectors. The role attracts investigative personalities who enjoy systematic problem-solving and analytical thinking, along with conventional types who value structured methodologies and detailed documentation. These professionals excel at thinking like adversaries while maintaining ethical boundaries and professional responsibility.
CAREER ENTRY:
Entry into penetration testing typically requires a bachelor's degree in cybersecurity, computer science, or related technical field, reflecting the Job Zone 4 considerable preparation needed. Candidates benefit from industry certifications such as Certified Ethical Hacker (CEH), OSCP, or CISSP, along with hands-on experience in network security, system administration, or software development. Many professionals transition from roles in information security analysis, software testing, or system administration. Programming knowledge in languages like C, C++, Python, and Bash is essential, as is familiarity with security frameworks and penetration testing methodologies.
CAREER TRAJECTORY:
Penetration testers advance to senior security consultant roles, leading large-scale security assessments and managing testing teams. Career progression often leads to cybersecurity architecture positions, chief information security officer roles, or specialized consulting practices. Many establish independent security consulting firms or join elite red team operations within government agencies or major corporations. The role provides strong foundation for transitioning into information security engineering, security research, or cybersecurity management positions.
MARKET INTELLIGENCE:
According to BLS OEWS May 2025 data, penetration testers earn a median annual salary of $116,580, with the top 10% earning over $188,470 and entry-level positions starting around $55,940. The field shows strong geographic variation, with District of Columbia offering highest wages at $156,590 compared to Puerto Rico's $60,470, representing a 2.59x ratio. Professional, scientific, and technical services employ the largest number at 123,970 workers, followed by government sectors at 97,870. With 435,370 total employment nationwide, demand remains robust driven by increasing cybersecurity threats and regulatory compliance requirements. The concentration in government and high-tech regions reflects the critical nature of cybersecurity infrastructure protection.
AUTOMATION OUTLOOK:
Penetration testing shows moderate resistance to automation due to the creative and adaptive thinking required to simulate sophisticated threat actors. While automated vulnerability scanning tools continue advancing, the strategic planning, social engineering assessment, and contextual interpretation of security findings require human expertise. The evolving threat landscape and need for customized attack simulations ensure continued demand for skilled practitioners.
--- REASONED EDGES ---
[skill_overlap] Information Security Engineers (15-1299.05) — confidence:high
reasoning: Both roles analyze security systems, develop security solutions, and configure information systems with similar technical skills in cybersecurity frameworks.
data: Develop security solutions to address known device vulnerabilities
data: Configure information systems to incorporate principles of least functionality
data: Similar SOC grouping 15-1299
[career_pathway] Information Security Analysts (15-1212.00) — confidence:high
reasoning: Information Security Analysts frequently transition to penetration testing roles, sharing core security analysis activities and system evaluation skills.
data: Conduct network and security system audits
data: Analyze security of systems, network, or data DWA
data: Related occupation Primary-Short designation
[task_similarity] Software Quality Assurance Analysts and Testers (15-1253.00) — confidence:medium
reasoning: Both roles develop and execute testing procedures, though penetration testers focus specifically on security vulnerabilities rather than general functionality.
data: Develop and execute tests that simulate techniques
data: Develop testing routines or procedures DWA
data: Test performance of systems or equipment DWA
[knowledge_overlap] Computer Systems Analysts (15-1211.00) — confidence:medium
reasoning: Both roles require deep understanding of computer systems architecture and configuration, with systems analysts providing foundational knowledge for security testing.
data: Configure information systems
data: Evaluate characteristics of equipment or systems DWA
data: Related occupation Primary-Short designation
[transferable_skill] Software Developers (15-1252.00) — confidence:high
reasoning: Programming skills in C, C#, C++, and scripting languages transfer directly between roles, with developers often transitioning to security testing.
data: Hot technology tools include C, C#, C++, Bash
data: Related occupation Primary-Long designation
data: Programming knowledge required for exploit development
--- NORMALIZER SIGNALS ---
match_keywords : ['penetration tester', 'pentest', 'ethical hacker', 'security tester', 'vulnerability assessor', 'cyber tester', 'security assessor', 'red team']
exclude_keywords : ['network administrator', 'help desk', 'software developer', 'system administrator', 'data analyst']
title_patterns : ['*penetration test*', '*pen test*', '*security test*', '*vulnerability assess*', '*ethical hack*']
common_variations: ['penetration tester', 'pen tester', 'ethical hacker', 'security assessor', 'vulnerability tester', 'cyber security tester', 'application security tester', 'security consultant']
total_terms : 40 top_words : ['security', 'penetration', 'testing', 'computer', 'tendency', 'test', 'vulnerabilities', 'tools', 'risk', 'tests', 'network', 'threat', 'attack', 'technical', 'services', 'tool', 'access', 'others', 'government', 'many'] source_layers : onet_tasks | onet_dimensions | dwas | wikipedia | inference TERM COUNT FREQ DOMINANT SOURCE SOURCE BREAKDOWN ────────────────────────────────────────────────────────────────────────────────────────── security 100 0.03283 wikipedia wikipedia:69% inference:17% onet_tasks:11% penetration 91 0.02987 wikipedia wikipedia:86% inference:10% onet_tasks:4% testing 65 0.02134 wikipedia wikipedia:78% inference:14% dwas:5% computer 46 0.01510 wikipedia wikipedia:89% dwas:7% onet_tasks:2% tendency 42 0.01379 onet_dimensions onet_dimensions:100% test 29 0.00952 wikipedia wikipedia:83% dwas:10% onet_tasks:7% vulnerabilities 23 0.00755 wikipedia wikipedia:78% onet_tasks:13% inference:9% tools 20 0.00657 wikipedia wikipedia:80% inference:15% onet_tasks:5% risk 16 0.00525 wikipedia wikipedia:62% inference:19% onet_dimensions:12% tests 15 0.00492 wikipedia wikipedia:60% onet_tasks:27% inference:13% network 13 0.00427 wikipedia wikipedia:38% onet_tasks:23% inference:23% threat 13 0.00427 wikipedia wikipedia:38% onet_tasks:31% inference:31% attack 13 0.00427 wikipedia wikipedia:77% inference:23% technical 12 0.00394 dwas dwas:42% wikipedia:33% inference:17% services 12 0.00394 wikipedia wikipedia:75% inference:17% dwas:8% tool 12 0.00394 wikipedia wikipedia:100% access 11 0.00361 wikipedia wikipedia:73% onet_tasks:18% inference:9% others 11 0.00361 onet_dimensions onet_dimensions:91% wikipedia:9% government 11 0.00361 wikipedia wikipedia:73% inference:27% many 11 0.00361 wikipedia wikipedia:82% inference:18% known 10 0.00328 wikipedia wikipedia:70% onet_tasks:20% inference:10% teams 10 0.00328 wikipedia wikipedia:70% inference:20% onet_tasks:10% standards 10 0.00328 wikipedia wikipedia:60% onet_dimensions:40% target 10 0.00328 wikipedia wikipedia:100% service 10 0.00328 wikipedia wikipedia:100% sharing 10 0.00328 wikipedia wikipedia:100% software 10 0.00328 wikipedia wikipedia:80% inference:20% open 9 0.00296 wikipedia wikipedia:78% onet_dimensions:22% assessment 9 0.00296 wikipedia wikipedia:78% inference:22% study 9 0.00296 wikipedia wikipedia:100% vulnerability 8 0.00263 wikipedia wikipedia:62% onet_tasks:25% inference:12% cyber 8 0.00263 onet_tasks onet_tasks:50% wikipedia:38% inference:12% analysis 8 0.00263 wikipedia wikipedia:62% onet_tasks:25% inference:12% rand 8 0.00263 wikipedia wikipedia:100% linux 8 0.00263 wikipedia wikipedia:100% continuous 8 0.00263 wikipedia wikipedia:88% inference:12% testers 8 0.00263 inference inference:62% wikipedia:38% least 7 0.00230 wikipedia wikipedia:43% onet_tasks:29% inference:29% exploit 7 0.00230 wikipedia wikipedia:57% inference:29% onet_tasks:14% weaknesses 7 0.00230 wikipedia wikipedia:57% inference:29% onet_tasks:14%