Cardiologists conduct cardiovascular diagnostic tests including electrocardiograms, echocardiograms, and stress tests to assess heart function and identify abnormalities. They administer emergency cardiac care for life-threatening conditions like cardiac arrest and heart attacks, requiring immediate decision-making under pressure. Daily work involves calculating valve areas from blood flow measurements and comparing heart wall thickness to identify pathological changes. They design comprehensive treatment plans based on patient medical histories, examination results, and diagnostic findings, then confer with patients to explain these plans. Research activities include developing and testing new medications, treatments, and procedures to advance cardiovascular medicine.
Successful cardiologists exhibit exceptional attention to detail when interpreting complex diagnostic data and making critical treatment decisions that directly impact patient survival. They demonstrate high intellectual curiosity, continuously learning about advancing cardiac technologies and treatment modalities in this rapidly evolving field. Strong integrity guides their patient relationships and medical decision-making, while cautiousness ensures thorough evaluation before implementing high-risk interventions. The investigative personality type dominates (RIASEC I:6.87), reflecting their analytical approach to diagnosing complex cardiovascular conditions through systematic data interpretation.
Cardiologists face moderate automation impact, as AI increasingly assists with diagnostic imaging interpretation and pattern recognition in ECGs and echocardiograms. However, complex clinical decision-making, emergency cardiac interventions, and patient communication remain fundamentally human-centered activities requiring clinical judgment and interpersonal skills that resist automation.
Postings appear within hours of going live on the source ATS. No aggregator lag. Direct from source.
| TERM | COUNT | FREQ | BAR | SOURCE ATTRIBUTION |
|---|---|---|---|---|
| heart | 179 | 0.0387 | wikipedia 91% inference 4% | |
| cardiology | 84 | 0.0182 | wikipedia 89% inference 10% | |
| cardiac | 83 | 0.0180 | wikipedia 87% inference 8% | |
| blood | 64 | 0.0138 | wikipedia 92% onet tasks 5% | |
| disease | 49 | 0.0106 | wikipedia 94% onet tasks 4% | |
| tendency | 42 | 0.0091 | onet dimensi 100% | |
| medical | 35 | 0.0076 | dwas 37% wikipedia 31% | |
| cardiovascular | 32 | 0.0069 | wikipedia 66% inference 22% | |
| failure | 32 | 0.0069 | wikipedia 94% inference 6% | |
| include | 28 | 0.0061 | wikipedia 93% inference 7% | |
| treatment | 27 | 0.0058 | wikipedia 63% dwas 19% | |
| coronary | 25 | 0.0054 | wikipedia 100% | |
| procedures | 24 | 0.0052 | wikipedia 62% onet tasks 21% | |
| pressure | 24 | 0.0052 | wikipedia 92% onet tasks 4% | |
| pulmonary | 23 | 0.0050 | wikipedia 96% onet tasks 4% | |
| congenital | 23 | 0.0050 | wikipedia 100% | |
| cardiologists | 23 | 0.0050 | wikipedia 70% inference 30% | |
| diseases | 23 | 0.0050 | wikipedia 96% inference 4% | |
| medicine | 21 | 0.0045 | wikipedia 86% inference 14% | |
| artery | 21 | 0.0045 | wikipedia 100% | |
| patients | 20 | 0.0043 | onet tasks 40% dwas 40% | |
| risk | 20 | 0.0043 | wikipedia 85% onet dimensi 10% | |
| hypertension | 19 | 0.0041 | wikipedia 100% | |
| clinical | 18 | 0.0039 | wikipedia 83% inference 11% | |
| electrophysiology | 18 | 0.0039 | wikipedia 83% inference 17% | |
| known | 18 | 0.0039 | wikipedia 100% | |
| ventricular | 17 | 0.0037 | wikipedia 100% | |
| cause | 17 | 0.0037 | wikipedia 100% | |
| right | 17 | 0.0037 | wikipedia 100% | |
| ventricle | 17 | 0.0037 | wikipedia 100% |
Provenance Window — Full Source Record · 29-1212.00 · Cardiologists 7 source blocks · click to expand
[None] Administer emergency cardiac care for life-threatening heart problems, such as cardiac arrest and heart attack. DWAs: Treat medical emergencies. [None] Advise patients and community members concerning diet, activity, hygiene, or disease prevention. DWAs: Provide health and wellness advice to patients, program participants, or caregivers. | Advise communities or institutions regarding health or safety issues. [None] Answer questions that patients have about their health and well-being. DWAs: Provide health and wellness advice to patients, program participants, or caregivers. [None] Calculate valve areas from blood flow velocity measurements. DWAs: Calculate numerical data for medical activities. [None] Compare measurements of heart wall thickness and chamber sizes to standards to identify abnormalities, using the results of an echocardiogram. DWAs: Analyze test data or images to inform diagnosis or treatment. [None] Conduct electrocardiogram (EKG), phonocardiogram, echocardiogram, or other cardiovascular tests to record patients' cardiac activity, using specialized electronic test equipment, recording devices, or laboratory instruments. DWAs: Test patient heart or lung functioning. | Operate diagnostic or therapeutic medical instruments or equipment. [None] Conduct exercise electrocardiogram tests to monitor cardiovascular activity under stress. DWAs: Test patient heart or lung functioning. [None] Conduct research to develop or test medications, treatments, or procedures that prevent or control disease or injury. DWAs: Conduct research to increase knowledge about medical issues. [None] Conduct tests of the pulmonary system, using a spirometer or other respiratory testing equipment. DWAs: Test patient heart or lung functioning. | Operate diagnostic or therapeutic medical instruments or equipment. [None] Design and explain treatment plans, based on patient information such as medical history, reports, and examination results. DWAs: Develop medical treatment plans. | Confer with clients to discuss treatment plans or progress. [None] Diagnose cardiovascular conditions, using cardiac catheterization. DWAs: Conduct diagnostic tests to determine patient health. [None] Diagnose medical conditions of patients, using records, reports, test results, or examination information. DWAs: Analyze test data or images to inform diagnosis or treatment. [None] Explain procedures and discuss test results or prescribed treatments with patients. DWAs: Explain medical procedures or test results to patients or family members. [None] Inject contrast media into patients' blood vessels. DWAs: Administer medical substances for imaging or other procedures. [None] Monitor patients' conditions and progress, and reevaluate treatments, as necessary. DWAs: Monitor patient progress or responses to treatments. [None] Observe ultrasound display screen, and listen to signals to record vascular information, such as blood pressure, limb volume changes, oxygen saturation, and cerebral circulation. DWAs: Assess physical conditions of patients to aid in diagnosis or treatment. [None] Obtain and record patient information, including patient identification, medical history, and examination results. DWAs: Collect medical information from patients, family members, or other medical professionals. | Record patient medical histories. [None] Operate diagnostic imaging equipment to produce contrast-enhanced radiographs of heart and cardiovascular system. DWAs: Operate diagnostic imaging equipment. [None] Order medical tests, such as echocardiograms, electrocardiograms, and angiograms. DWAs: Order medical diagnostic or clinical tests. [None] Perform minimally invasive surgical procedures, such as implanting pacemakers and defibrillators. DWAs: Operate on patients to treat conditions. [None] Perform vascular procedures, such as balloon angioplasty and stents. DWAs: Operate on patients to treat conditions. [None] Prescribe heart medication to treat or prevent heart problems. DWAs: Prescribe medications. [None] Recommend surgeons or surgical procedures. DWAs: Refer patients to other healthcare practitioners or health resources. [None] Supervise or train cardiology technologists or students. DWAs: Train medical providers. | Supervise patient care personnel. [None] Talk to other physicians about patients to create a treatment plan. DWAs: Confer with other professionals to plan patient care.
--- WORK STYLES --- Attention to Detail (imp:10.00) — A tendency to be detail-oriented, organized, and thorough in completing work. Integrity (imp:9.00) — A tendency to be honest and ethical at work. Cautiousness (imp:8.00) — A tendency to be careful, deliberate, and risk-avoidant when making work-related Intellectual Curiosity (imp:7.00) — A tendency to seek out and acquire new work-related knowledge and obtain a deep Cooperation (imp:6.00) — A tendency to be pleasant, helpful, and willing to assist others at work. Achievement Orientation (imp:5.00) — A tendency to establish and maintain personally challenging work-related goals, Self-Control (imp:4.00) — A tendency to remain calm and composed and to manage emotions effectively in res Attention to Detail (imp:3.00) — A tendency to be detail-oriented, organized, and thorough in completing work. Stress Tolerance (imp:3.00) — A tendency to cope and function effectively in stressful situations at work. Dependability (imp:2.93) — A tendency to be reliable, responsible, and consistent in meeting work-related o Stress Tolerance (imp:2.67) — A tendency to cope and function effectively in stressful situations at work. Intellectual Curiosity (imp:2.63) — A tendency to seek out and acquire new work-related knowledge and obtain a deep Cautiousness (imp:2.62) — A tendency to be careful, deliberate, and risk-avoidant when making work-related Self-Control (imp:2.59) — A tendency to remain calm and composed and to manage emotions effectively in res Integrity (imp:2.55) — A tendency to be honest and ethical at work. Achievement Orientation (imp:2.42) — A tendency to establish and maintain personally challenging work-related goals, Perseverance (imp:2.42) — A tendency to exhibit determination and resolve to perform or complete tasks in Cooperation (imp:2.22) — A tendency to be pleasant, helpful, and willing to assist others at work. Adaptability (imp:2.13) — A tendency to be open to and comfortable with change, new experiences, or ideas Adaptability (imp:2.00) — A tendency to be open to and comfortable with change, new experiences, or ideas Empathy (imp:1.95) — A tendency to show concern for others and be sensitive to others' needs and feel Self-Confidence (imp:1.90) — A tendency to believe in one's work-related capabilities and ability to control Initiative (imp:1.72) — A tendency to be proactive and take on extra responsibilities and tasks that may Sincerity (imp:1.72) — A tendency to be genuine and sincere in interactions with others at work, withou Leadership Orientation (imp:1.70) — A tendency to lead, take charge, offer opinions, and provide direction at work. Social Orientation (imp:1.70) — A tendency to seek out, enjoy, and be energized by social interaction at work. Tolerance for Ambiguity (imp:1.64) — A tendency to be comfortable with ambiguity and uncertainty at work. Innovation (imp:1.63) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on Perseverance (imp:1.00) — A tendency to exhibit determination and resolve to perform or complete tasks in Optimism (imp:0.98) — A tendency to exhibit a positive attitude and positive emotions at work, even un Humility (imp:0.50) — A tendency to be modest and humble when interacting with others at work. Innovation () — A tendency to be inventive, to be imaginative, and to adopt new perspectives on Tolerance for Ambiguity () — A tendency to be comfortable with ambiguity and uncertainty at work. Initiative () — A tendency to be proactive and take on extra responsibilities and tasks that may 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. 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 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. Dependability () — A tendency to be reliable, responsible, and consistent in meeting work-related o
--- NATIONAL WAGES --- total_employment : 17,290 annual_median : $496,010 annual_pct10 : $107,190 annual_pct25 : $274,280 annual_pct75 : $610,060 annual_pct90 : $712,130 annual_mean : $454,940 hourly_median : $238.47 --- GEOGRAPHIC DISPERSION --- highest_state : Washington ($656,330) lowest_state : California ($185,610) dispersion_ratio : 3.536x --- TOP STATES BY WAGE (23 total) --- Health Care and Social Assistance emp: 15,980 median: $ 506,320 Educational Services emp: 880 median: $ 0 Management of Companies and Enterprises emp: 280 median: $ 0 --- TOP INDUSTRIES BY EMPLOYMENT (3 total) --- Health Care and Social Assistance emp: 15,980 median: $ 506,320 Educational Services emp: 880 median: $ 0 Management of Companies and Enterprises emp: 280 median: $ 0
exact_match_status : found matched_title : Cardiology match_score : 0.7826 wikidata_qid : Q10379 word_count : 6,469 wikipedia_url : https://en.wikipedia.org/wiki/Cardiology license : CC BY-SA 4.0 fetched_at : 2026-06-02T21:37:27.917207Z --- WIKIPEDIA FULL TEXT --- Cardiology (from Ancient Greek καρδίᾱ (kardiā) 'heart' and -λογία (-logia) 'study') is the study of the heart. Cardiology is a branch of medicine that deals with disorders of the heart and the cardiovascular system, and it is a sub-specialty of internal medicine. The field includes medical diagnosis and treatment of congenital heart defects, coronary artery disease, heart failure, valvular heart disease, and electrophysiology. Physicians who specialize in this field of medicine are called cardiologists. Pediatric cardiologists are pediatricians who specialize in cardiology. Physicians who specialize in cardiac surgery are called cardiothoracic surgeons or cardiac surgeons, a specialty of general surgery. == Specializations == All cardiologists in the branch of medicine study the disorders of the heart, but the study of adult and child heart disorders each requires different training pathways. Therefore, an adult cardiologist (often simply called "cardiologist") is inadequately trained to take care of children, and pediatric cardiologists are not trained to treat adult heart disease. Surgical aspects outside of cardiac rhythm device implant are not included in cardiology and are in the domain of cardiothoracic surgery. For example, coronary artery bypass surgery (CABG) and surgical valve replacement are surgical procedures performed by surgeons, not cardiologists. Typically, a cardiologist would first identify who is in need of cardiac surgery and refer them to a cardiac surgeon for the procedure. However, an increasing number of structural interventions can be performed less invasively by cardiologists; these include coronary procedures such as cardiac catheterization and percutaneous coronary intervention; structural valve procedures such as transcatheter aortic valve implantation (TAVR) and MitraClip; and procedures for heart rhythm disorders such as pacemaker implantation, Implantable cardioverter-defibrillator (ICD) insertion, and ablation. === Adult cardiology === Cardiology is a specialty of internal medicine. To become a cardiologist in the United States, a three-year residency in internal medicine is followed by a three-year fellowship in cardiology. It is possible to specialize further in a sub-specialty. Recognized sub-specialties in the U.S. by the Accreditation Council for Graduate Medical Education are clinical cardiac electrophysiology, interventional cardiology, adult congenital heart disease, and advanced heart failure and transplant cardiology. Cardiologists may further become certified in echocardiography by the National Board of Echocardiography, in nuclear cardiology by the Certification Board of Nuclear Cardiology, in cardiovascular computed tomography by the Certification Board of Cardiovascular Computed Tomography in cardiovascular MRI by the Certification Board of Cardiovascular Magnetic Resonance. Recognized subspecialties in the U.S. by the American Osteopathic Association Bureau of Osteopathic Specialists include clinical cardiac electrophysiology and interventional cardiology. In the United Kingdom, following completion of two years of foundation training and three years of internal medicine training, doctors may commence the five-year cardiology specialty training programme. As cardiologists are physicians, all prospective cardiologists must complete the Membership of the Royal Colleges of Physicians of the United Kingdom (MRCP (UK) diploma, prior to commencing cardiology specialty training. It is possible to specialise in a recognised sub-specialty; the core sub-specialties are interventional cardiology, electrophysiology, cardiac imaging, heart failure, and adult congenital heart disease. All cardiologists must complete a core curriculum in cardiology, and may undertake further training and additional qualifications and certifications necessary for their chosen sub-specialty, before being awarded the Certificate of Completion of Training (CCT) in cardiology. In India, the full process of becoming a cardiologist after graduating high school takes around 11.5 years. After completing Class 12th (taking Physics, Chemistry and Biology), students appear for the Medical Entrance Exam conducted at the National level, and then the National Eligibility cum Entrance Test (Undergraduate) (NEET-UG), which allows students to take MBBS/BDS courses. The MBBS course takes 5.5 years to complete (4.5 years + 1 year internship). Upon completing this, the student becomes a qualified doctor. To pursue a specialization in cardiology, students must appear for either the NEET-PG or INI-CET exam. Once passed, the students get to study MD (Doctor of Medicine) in General Medicine, which takes 3 years. Finally, to pursue a super-specialty in cardiology, a 3 year DM (Doctorate of Medicine) in cardiology course is required. Per Doximity, adult cardiologists earn an average of $436,849 per year in the U.S. ==== Cardiac electrophysiology ==== Cardiac electrophysiology is the science of elucidating, diagnosing, and treating the electrical activities of the heart. The term is usually used to describe studies of such phenomena by invasive (intracardiac) catheter recording of spontaneous activity as well as of cardiac responses to programmed electrical stimulation (PES). These studies are performed to assess complex arrhythmias, elucidate symptoms, evaluate abnormal electrocardiograms, assess the risk of developing arrhythmias in the future, and design treatment. These procedures increasingly include therapeutic methods (typically radiofrequency ablation, or cryoablation) in addition to diagnostic and prognostic procedures. Other therapeutic modalities employed in this field include antiarrhythmic drug therapy and implantation of pacemakers and automatic implantable cardioverter-defibrillators (AICD). The cardiac electrophysiology study typically measures the response of the injured or cardiomyopathic myocardium to PES on specific pharmacological regimens in order to assess the likelihood that the regimen will successfully prevent potentially fatal sustained ventricular tachycardia (VT) or ventricular fibrillation (VF) in the future. Sometimes a series of electrophysiology-study drug trials must be conducted to enable the cardiologist to select the one regimen for long-term treatment that best prevents or slows the development of VT or VF following PES. Such studies may also be conducted in the presence of a newly implanted or newly replaced cardiac pacemaker or AICD. ==== Clinical cardiac electrophysiology ==== Clinical cardiac electrophysiology is a branch of the medical specialty of cardiology and is concerned with the study and treatment of rhythm disorders of the heart. Cardiologists with expertise in this area are usually referred to as electrophysiologists. Electrophysiologists are trained in the mechanism, function, and performance of the electrical activities of the heart. Electrophysiologists work closely with other cardiologists and cardiac surgeons to assist or guide therapy for heart rhythm disturbances (arrhythmias). They are trained to perform interventional and surgical procedures to treat cardiac arrhythmia. The training required to become an electrophysiologist is long and requires eight years after medical school (within the U.S.). Three years of internal medicine residency, three years of cardiology fellowship, and two years of clinical cardiac electrophysiology. ==== Cardiogeriatrics ==== Cardiogeriatrics, or geriatric cardiology, is the branch of cardiology and geriatric medicine that deals with the cardiovascular disorders in elderly people. Cardiac disorders such as coronary heart disease, including myocardial infarction, heart failure, cardiomyopathy, and arrhythmias such as atrial fibrillation, are common and are a major cause of mortality in elderly people. Vascular disorders such as atherosclerosis and peripheral arterial disease cause significant morbidity and mortality in aged people. ==== Imaging ==== Ca --- SEMANTIC NEIGHBORS (5) --- Title: Interventional cardiology (similarity: 0.4737) URL: https://en.wikipedia.org/wiki/Interventional_cardiology QID: Q3559674 Extract: Interventional cardiology is a branch of cardiology that deals specifically with the catheter based treatment of structural heart diseases. Andreas Gruentzig is considered the father of interventional cardiology after the development of angioplasty by interventional radiologist Charles Dotter. Title: Peter A. McCullough (similarity: 0.2500) URL: https://en.wikipedia.org/wiki/Peter_A._McCullough QID: Q91988138 Extract: Peter Andrew McCullough is an American former cardiologist. He was vice chief of internal medicine at Baylor University Medical Center and a professor at Texas A&M University. From the beginnings of the COVID-19 pandemic, McCullough has promoted misinformation and conspiracy theories about COVID-19, Title: Association of Black Cardiologists (similarity: 0.5532) URL: https://en.wikipedia.org/wiki/Association_of_Black_Cardiologists QID: Q50039207 Extract: The Association of Black Cardiologists (ABC) is an organization founded to bring special attention to the adverse impact of cardiovascular disease on African Americans. Title: Chronic condition (similarity: 0.3333) URL: https://en.wikipedia.org/wiki/Chronic_condition QID: Q383126 Extract: A chronic condition, also known as chronic disease or chronic illness, is a health condition or disease that is persistent or otherwise long-lasting in its effects. The term chronic is often applied when the course of the disease lasts for more than three months. Common chronic diseases include di Title: List of dog diseases (similarity: 0.3030) URL: https://en.wikipedia.org/wiki/List_of_dog_diseases QID: Q38912 Extract: This list of dog diseases is a selection of diseases and other conditions found in the dog. Some of these diseases are unique to dogs or closely related species, while others are found in other animals, including humans. Not all of the articles listed here contain information specific to dogs. Artic
model_pass1 : claude-sonnet-4-20250514
model_pass2 : claude-haiku-4-5-20251001
inference_confidence : high
confidence_notes : Rich O*NET data with detailed tasks, work activities, and RIASEC profile. BLS wage data comprehensive with geographic analysis. Wikipedia match validates specialty definition and subspecializations.
inferred_at : 2026-06-03T19:05:44.408876+00:00
tokens_input : 3,555
tokens_output : 4,085
cost_usd : $0.042079
wikipedia_used : True
wikipedia_title : Cardiology
wikipedia_note : Wikipedia confirms cardiology as a medical specialty dealing with heart and cardiovascular system disorders, including subspecialties like interventional cardiology mentioned in the occupation description.
--- PROSE FIELDS ---
ROLE SUMMARY:
Cardiologists are medical specialists who diagnose, treat, and prevent diseases of the cardiovascular system, including the heart and blood vessels. They subspecialize in areas like interventional procedures, echocardiography, and electrophysiology to provide comprehensive cardiac care. According to BLS OEWS May 2025, cardiologists earn a median annual wage of $496,010 with employment of 17,290 nationwide.
DAY IN THE LIFE:
Cardiologists conduct cardiovascular diagnostic tests including electrocardiograms, echocardiograms, and stress tests to assess heart function and identify abnormalities. They administer emergency cardiac care for life-threatening conditions like cardiac arrest and heart attacks, requiring immediate decision-making under pressure. Daily work involves calculating valve areas from blood flow measurements and comparing heart wall thickness to identify pathological changes. They design comprehensive treatment plans based on patient medical histories, examination results, and diagnostic findings, then confer with patients to explain these plans. Research activities include developing and testing new medications, treatments, and procedures to advance cardiovascular medicine.
WHO THRIVES:
Successful cardiologists exhibit exceptional attention to detail when interpreting complex diagnostic data and making critical treatment decisions that directly impact patient survival. They demonstrate high intellectual curiosity, continuously learning about advancing cardiac technologies and treatment modalities in this rapidly evolving field. Strong integrity guides their patient relationships and medical decision-making, while cautiousness ensures thorough evaluation before implementing high-risk interventions. The investigative personality type dominates (RIASEC I:6.87), reflecting their analytical approach to diagnosing complex cardiovascular conditions through systematic data interpretation.
CAREER ENTRY:
Entry requires completion of medical school (4 years), followed by internal medicine residency (3 years), and cardiology fellowship training (3 years), totaling approximately 10 years of post-undergraduate education. Board certification in internal medicine and cardiology is mandatory, with subspecialty fellowships available in interventional cardiology, electrophysiology, or heart failure. This represents Job Zone 5 preparation, requiring extensive preparation and the highest level of education and training.
CAREER TRAJECTORY:
Cardiologists typically advance through academic ranks in medical centers or progress to leadership roles in private practice or hospital cardiology departments. Many pursue subspecialization in interventional cardiology, electrophysiology, or heart failure, commanding higher compensation and specialized expertise. Career paths include research leadership, department chairmanship, or establishing specialized cardiac centers, with opportunities to influence medical education and advance cardiovascular science.
MARKET INTELLIGENCE:
The cardiology field employs 17,290 practitioners with a median annual wage of $496,010 (BLS OEWS May 2025), ranging from $107,190 to $712,130. Geographic wage variation is significant, with Washington State offering the highest compensation at $656,330 versus California at $185,610, representing a 3.54x differential. Health Care and Social Assistance employs 92% of cardiologists (15,980), with Educational Services (880) and Management of Companies (280) providing additional opportunities. The aging population and increasing prevalence of cardiovascular disease drive strong demand for cardiac specialists.
AUTOMATION OUTLOOK:
Cardiologists face moderate automation impact, as AI increasingly assists with diagnostic imaging interpretation and pattern recognition in ECGs and echocardiograms. However, complex clinical decision-making, emergency cardiac interventions, and patient communication remain fundamentally human-centered activities requiring clinical judgment and interpersonal skills that resist automation.
--- REASONED EDGES ---
[career_pathway] General Internal Medicine Physicians (29-1216.00) — confidence:high
reasoning: Cardiology is a subspecialty of internal medicine, requiring internal medicine residency as prerequisite training.
data: Related occupation Primary-Short
data: Cardiology subspecialty of internal medicine per Wikipedia
[task_similarity] Emergency Medicine Physicians (29-1214.00) — confidence:high
reasoning: Both specialties administer emergency cardiac care for life-threatening conditions like cardiac arrest.
data: Emergency cardiac care task
data: Related occupation Primary-Short
[skill_overlap] Radiologists (29-1224.00) — confidence:medium
reasoning: Both analyze diagnostic images and test data to inform diagnosis, requiring similar analytical interpretation skills.
data: Analyze test data or images DWA
data: Related occupation Primary-Long
[riasec_cluster] Neurologists (29-1217.00) — confidence:high
reasoning: Both are investigative-dominant medical specialists (I:6.87) requiring analytical diagnosis of complex systemic conditions.
data: RIASEC I:6.87
data: Related occupation Primary-Long
data: Job Zone 5
[wage_band] Anesthesiologists (29-1211.00) — confidence:medium
reasoning: Both are high-earning physician specialists with median wages exceeding $400,000 annually in similar medical practice settings.
data: Median wage $496,010
data: Related occupation Primary-Short
data: Health Care employment
--- NORMALIZER SIGNALS ---
match_keywords : ['cardiologist', 'cardiac specialist', 'heart doctor', 'cardiovascular physician', 'interventional cardiologist', 'electrophysiology cardiologist', 'heart failure specialist', 'cardiology physician']
exclude_keywords : ['cardiac surgeon', 'cardiovascular technician', 'echo tech', 'cardiac nurse', 'perfusionist']
title_patterns : ['*cardiologist*', '*cardiology physician*', '*cardiac specialist*', '*heart specialist*', 'electrophysiology*']
common_variations: ['interventional cardiologist', 'non-invasive cardiologist', 'invasive cardiologist', 'general cardiologist', 'heart failure cardiologist', 'electrophysiology cardiologist', 'cardiology physician', 'cardiac specialist']
total_terms : 40 top_words : ['heart', 'cardiology', 'cardiac', 'blood', 'disease', 'tendency', 'medical', 'cardiovascular', 'failure', 'include', 'treatment', 'coronary', 'procedures', 'pressure', 'pulmonary', 'congenital', 'cardiologists', 'diseases', 'medicine', 'artery'] source_layers : onet_tasks | onet_dimensions | dwas | wikipedia | inference TERM COUNT FREQ DOMINANT SOURCE SOURCE BREAKDOWN ────────────────────────────────────────────────────────────────────────────────────────── heart 179 0.03872 wikipedia wikipedia:91% inference:4% onet_tasks:3% cardiology 84 0.01817 wikipedia wikipedia:89% inference:10% onet_tasks:1% cardiac 83 0.01795 wikipedia wikipedia:87% inference:8% onet_tasks:5% blood 64 0.01384 wikipedia wikipedia:92% onet_tasks:5% inference:3% disease 49 0.01060 wikipedia wikipedia:94% onet_tasks:4% inference:2% tendency 42 0.00908 onet_dimensions onet_dimensions:100% medical 35 0.00757 dwas dwas:37% wikipedia:31% inference:20% cardiovascular 32 0.00692 wikipedia wikipedia:66% inference:22% onet_tasks:12% failure 32 0.00692 wikipedia wikipedia:94% inference:6% include 28 0.00606 wikipedia wikipedia:93% inference:7% treatment 27 0.00584 wikipedia wikipedia:63% dwas:19% inference:11% coronary 25 0.00541 wikipedia wikipedia:100% procedures 24 0.00519 wikipedia wikipedia:62% onet_tasks:21% dwas:8% pressure 24 0.00519 wikipedia wikipedia:92% onet_tasks:4% inference:4% pulmonary 23 0.00498 wikipedia wikipedia:96% onet_tasks:4% congenital 23 0.00498 wikipedia wikipedia:100% cardiologists 23 0.00498 wikipedia wikipedia:70% inference:30% diseases 23 0.00498 wikipedia wikipedia:96% inference:4% medicine 21 0.00454 wikipedia wikipedia:86% inference:14% artery 21 0.00454 wikipedia wikipedia:100% patients 20 0.00433 onet_tasks onet_tasks:40% dwas:40% wikipedia:15% risk 20 0.00433 wikipedia wikipedia:85% onet_dimensions:10% inference:5% hypertension 19 0.00411 wikipedia wikipedia:100% clinical 18 0.00389 wikipedia wikipedia:83% inference:11% dwas:6% electrophysiology 18 0.00389 wikipedia wikipedia:83% inference:17% known 18 0.00389 wikipedia wikipedia:100% ventricular 17 0.00368 wikipedia wikipedia:100% cause 17 0.00368 wikipedia wikipedia:100% right 17 0.00368 wikipedia wikipedia:100% ventricle 17 0.00368 wikipedia wikipedia:100% patient 16 0.00346 dwas dwas:50% inference:25% onet_tasks:19% disorders 16 0.00346 wikipedia wikipedia:94% inference:6% tests 15 0.00325 wikipedia wikipedia:47% onet_tasks:27% dwas:13% others 15 0.00325 onet_dimensions onet_dimensions:67% wikipedia:33% called 15 0.00325 wikipedia wikipedia:100% interventional 15 0.00325 wikipedia wikipedia:73% inference:27% arteries 15 0.00325 wikipedia wikipedia:100% defect 15 0.00325 wikipedia wikipedia:100% diagnostic 14 0.00303 dwas dwas:36% wikipedia:29% inference:29% years 14 0.00303 wikipedia wikipedia:71% inference:29%