A paramedic's shift involves responding to 911 emergency calls, rapidly assessing patients' conditions at accident scenes or homes, and determining appropriate medical interventions. They administer intravenous medications, operate life-support equipment, and coordinate with other emergency responders including police and firefighters. During patient transport, they continuously monitor vital signs, document medical histories, and communicate patient status to receiving hospital staff. Between calls, paramedics maintain their equipment, complete detailed patient care reports using electronic health record systems, and participate in ongoing training to maintain certifications.
Individuals who excel as paramedics demonstrate exceptional dependability and attention to detail, as life-or-death decisions often depend on their quick, accurate assessments. They possess strong social skills for comforting distressed patients and families while maintaining professional composure under extreme pressure. The role attracts realistic, hands-on problem solvers who are comfortable with medical procedures and investigative thinkers who can rapidly analyze complex emergency situations. Successful paramedics show high integrity and self-control, essential for making ethical decisions in chaotic environments while working cooperatively with diverse emergency response teams.
Paramedic roles face low automation risk due to the complex human judgment required for emergency medical assessments and the hands-on nature of patient care. While technology enhances diagnostic capabilities through improved monitoring equipment and telemedicine consultations, the core functions of patient interaction, physical medical procedures, and real-time decision-making in unpredictable emergency environments require human expertise that cannot be automated.
Postings appear within hours of going live on the source ATS. No aggregator lag. Direct from source.
| TERM | COUNT | FREQ | BAR | SOURCE ATTRIBUTION |
|---|---|---|---|---|
| paramedics | 115 | 0.0261 | wikipedia 92% inference 8% | |
| medical | 97 | 0.0220 | wikipedia 71% inference 14% | |
| emergency | 86 | 0.0195 | wikipedia 72% inference 19% | |
| paramedic | 69 | 0.0156 | wikipedia 90% inference 10% | |
| care | 56 | 0.0127 | wikipedia 84% inference 9% | |
| tendency | 42 | 0.0095 | onet dimensi 100% | |
| services | 34 | 0.0077 | wikipedia 88% inference 12% | |
| ambulance | 34 | 0.0077 | wikipedia 97% inference 3% | |
| health | 31 | 0.0070 | wikipedia 97% inference 3% | |
| hospital | 30 | 0.0068 | wikipedia 90% inference 10% | |
| advanced | 28 | 0.0063 | wikipedia 82% dwas 7% | |
| patients | 20 | 0.0045 | wikipedia 65% inference 20% | |
| practice | 20 | 0.0045 | wikipedia 100% | |
| program | 19 | 0.0043 | wikipedia 95% inference 5% | |
| procedures | 18 | 0.0041 | wikipedia 61% onet tasks 17% | |
| patient | 18 | 0.0041 | wikipedia 33% dwas 28% | |
| under | 18 | 0.0041 | wikipedia 83% onet dimensi 11% | |
| service | 18 | 0.0041 | wikipedia 100% | |
| many | 17 | 0.0039 | wikipedia 88% inference 12% | |
| pre | 17 | 0.0039 | wikipedia 94% inference 6% | |
| equipment | 16 | 0.0036 | wikipedia 62% inference 25% | |
| healthcare | 16 | 0.0036 | wikipedia 56% inference 25% | |
| united | 16 | 0.0036 | wikipedia 100% | |
| life | 15 | 0.0034 | wikipedia 53% inference 20% | |
| control | 15 | 0.0034 | wikipedia 67% onet dimensi 27% | |
| medications | 15 | 0.0034 | wikipedia 60% dwas 27% | |
| ems | 15 | 0.0034 | wikipedia 87% inference 13% | |
| states | 15 | 0.0034 | wikipedia 100% | |
| risk | 14 | 0.0032 | wikipedia 79% onet dimensi 14% | |
| trained | 14 | 0.0032 | wikipedia 86% inference 14% |
Provenance Window — Full Source Record · 29-2043.00 · Paramedics 7 source blocks · click to expand
[None] Administer drugs, orally or by injection, or perform intravenous procedures. DWAs: Administer non-intravenous medications. | Administer intravenous medications. [None] Administer first aid treatment or life support care to sick or injured persons in prehospital settings. DWAs: Treat medical emergencies. [None] Assess nature and extent of illness or injury to establish and prioritize medical procedures. DWAs: Analyze patient data to determine patient needs or treatment goals. [None] Attend training classes to maintain certification licensure, keep abreast of new developments in the field, or maintain existing knowledge. DWAs: Maintain medical or professional knowledge. [None] Comfort and reassure patients. DWAs: Interact with patients to build rapport or provide emotional support. [None] Coordinate with treatment center personnel to obtain patients' vital statistics and medical history, to determine the circumstances of the emergency, and to administer emergency treatment. DWAs: Collaborate with healthcare professionals to plan or provide treatment. [None] Coordinate work with other emergency medical team members or police or fire department personnel. DWAs: Collaborate with healthcare professionals to plan or provide treatment. [None] Instruct emergency medical response team about emergency interventions to ensure correct application of procedures. DWAs: Train medical providers. | Teach medical procedures to healthcare personnel. [None] Observe, record, and report to physician the patient's condition or injury, the treatment provided, and reactions to drugs or treatment. DWAs: Monitor patient progress or responses to treatments. | Record patient medical histories. | Inform medical professionals regarding patient conditions and care. [None] Operate equipment, such as electrocardiograms (EKGs), external defibrillators, or bag valve mask resuscitators, in advanced life support environments. DWAs: Operate diagnostic or therapeutic medical instruments or equipment. | Implement advanced life support techniques. [None] Perform emergency cardiac care, such as cardioversion and manual defibrillation. DWAs: Treat medical emergencies. | Implement advanced life support techniques. [None] Perform emergency invasive intervention before delivering patient to an acute care facility. DWAs: Treat medical emergencies. [None] Perform emergency pharmacological interventions. DWAs: Administer non-intravenous medications. | Administer intravenous medications. | Treat medical emergencies.
--- 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. Cooperation (imp:7.00) — A tendency to be pleasant, helpful, and willing to assist others at work. Self-Control (imp:6.00) — A tendency to remain calm and composed and to manage emotions effectively in res Stress Tolerance (imp:5.00) — A tendency to cope and function effectively in stressful situations at work. Empathy (imp:4.00) — A tendency to show concern for others and be sensitive to others' needs and feel Perseverance (imp:3.00) — A tendency to exhibit determination and resolve to perform or complete tasks in Stress Tolerance (imp:3.00) — A tendency to cope and function effectively in stressful situations at work. Self-Control (imp:3.00) — A tendency to remain calm and composed and to manage emotions effectively in res Dependability (imp:2.93) — A tendency to be reliable, responsible, and consistent in meeting work-related o Adaptability (imp:2.47) — A tendency to be open to and comfortable with change, new experiences, or ideas Integrity (imp:2.47) — A tendency to be honest and ethical at work. Attention to Detail (imp:2.37) — A tendency to be detail-oriented, organized, and thorough in completing work. Perseverance (imp:2.34) — A tendency to exhibit determination and resolve to perform or complete tasks in Cooperation (imp:2.30) — A tendency to be pleasant, helpful, and willing to assist others at work. Empathy (imp:2.27) — A tendency to show concern for others and be sensitive to others' needs and feel Self-Confidence (imp:2.01) — A tendency to believe in one's work-related capabilities and ability to control Adaptability (imp:2.00) — A tendency to be open to and comfortable with change, new experiences, or ideas Cautiousness (imp:1.76) — A tendency to be careful, deliberate, and risk-avoidant when making work-related Leadership Orientation (imp:1.70) — A tendency to lead, take charge, offer opinions, and provide direction at work. Optimism (imp:1.63) — A tendency to exhibit a positive attitude and positive emotions at work, even un Tolerance for Ambiguity (imp:1.62) — A tendency to be comfortable with ambiguity and uncertainty at work. Social Orientation (imp:1.54) — A tendency to seek out, enjoy, and be energized by social interaction at work. Intellectual Curiosity (imp:1.35) — A tendency to seek out and acquire new work-related knowledge and obtain a deep Self-Confidence (imp:1.00) — A tendency to believe in one's work-related capabilities and ability to control Sincerity (imp:1.00) — A tendency to be genuine and sincere in interactions with others at work, withou Achievement Orientation (imp:0.80) — A tendency to establish and maintain personally challenging work-related goals, Innovation (imp:0.70) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on Initiative (imp:0.67) — A tendency to be proactive and take on extra responsibilities and tasks that may Humility (imp:0.55) — 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 Achievement Orientation () — A tendency to establish and maintain personally challenging work-related goals, Intellectual Curiosity () — A tendency to seek out and acquire new work-related knowledge and obtain a deep 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 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 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. Cautiousness () — A tendency to be careful, deliberate, and risk-avoidant when making work-related
--- NATIONAL WAGES --- total_employment : 100,610 annual_median : $60,600 annual_pct10 : $44,230 annual_pct25 : $49,660 annual_pct75 : $73,470 annual_pct90 : $84,850 annual_mean : $63,360 hourly_median : $29.13 --- GEOGRAPHIC DISPERSION --- highest_state : Washington ($104,310) lowest_state : Puerto Rico ($29,960) dispersion_ratio : 3.482x --- TOP STATES BY WAGE (52 total) --- Health Care and Social Assistance emp: 59,790 median: $ 60,180 Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp: 38,260 median: $ 61,980 Administrative and Support and Waste Management and Remediation Services emp: 1,050 median: $ 54,670 Arts, Entertainment, and Recreation emp: 690 median: $ 48,450 Professional, Scientific, and Technical Services emp: 220 median: $ 65,660 Management of Companies and Enterprises emp: 140 median: $ 59,710 Educational Services emp: 140 median: $ 55,410 Other Services (except Public Administration) emp: 100 median: $ 50,700 Manufacturing emp: 50 median: $ 76,850 --- TOP INDUSTRIES BY EMPLOYMENT (9 total) --- Health Care and Social Assistance emp: 59,790 median: $ 60,180 Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp: 38,260 median: $ 61,980 Administrative and Support and Waste Management and Remediation Services emp: 1,050 median: $ 54,670 Arts, Entertainment, and Recreation emp: 690 median: $ 48,450 Professional, Scientific, and Technical Services emp: 220 median: $ 65,660 Management of Companies and Enterprises emp: 140 median: $ 59,710 Educational Services emp: 140 median: $ 55,410 Other Services (except Public Administration) emp: 100 median: $ 50,700 Manufacturing emp: 50 median: $ 76,850
exact_match_status : found matched_title : Paramedic match_score : 0.9474 wikidata_qid : Q330204 word_count : 6,467 wikipedia_url : https://en.wikipedia.org/wiki/Paramedic license : CC BY-SA 4.0 fetched_at : 2026-06-02T21:46:18.374845Z --- WIKIPEDIA FULL TEXT --- A paramedic is a healthcare professional trained in the medical model, whose main role has historically been to respond to emergency calls for medical help outside of a hospital. Paramedics work as part of the emergency medical services (EMS), most often in ambulances. They also have roles in emergency medicine, primary care, transfer medicine and remote/offshore medicine. The scope of practice of a paramedic varies between countries, but generally includes autonomous decision making around the emergency care of patients. Not all ambulance personnel are paramedics, although the term is sometimes used informally to refer to any ambulance personnel. In some English-speaking countries, there is an official distinction between paramedics and emergency medical technicians (or emergency care assistants), in which paramedics have additional educational requirements and scope of practice. == Functions and duties == The paramedic role is closely related to other healthcare positions, especially the emergency medical technician, with paramedics often being at a higher grade with more responsibility and autonomy following substantially greater education and training. The primary role of a paramedic is to stabilize people with life-threatening injuries and transport these patients to a higher level of care (typically an emergency department). Due to the nature of their job, paramedics work in many environments, including roadways, people's homes, and depending on their qualifications, wilderness environments, hospitals, aircraft, and with SWAT teams during police operations. Paramedics also work in non-emergency situations, such as transporting chronically ill patients to and from treatment centers and in some areas, address social determinants of health and provide in-home care to ill patients at risk of hospitalization (a practice known as community paramedicine). The role of a paramedic varies widely across the world, as EMS providers operate with many different models of care. In the Anglo-American model, paramedics are autonomous decision-makers. In some countries such as the United Kingdom and South Africa, the paramedic role has developed into an autonomous health profession. In the Franco-German model, ambulance care is led by physicians. In some versions of this model, such as France, there is no direct equivalent to a paramedic. Ambulance staff have either the more advanced qualifications of a physician or less advanced training in first aid. In other versions of the Franco-German model, such as Germany, paramedics do exist. Their role is very similar to the role of paramedics in the Anglo-American model with an advanced scope of autonomy and practice, and the added element of emergency physician backup, either virtually (Tele-Notarzt) or on scene with a rapid response vehicle / helicopter. The role of paramedics in Germany has evolved from support to physicians in the field to the central role in pre-hospital emergency care. The development of the profession has been a gradual move from simply transporting patients to hospital, to more advanced treatments in the field. In some countries, the paramedic may take on the role as part of a system to prevent hospitalization entirely and, through practitioners, are able to prescribe certain medications, or undertaking 'see and refer' visits, where the paramedic directly refers a patient to specialist services without taking them to hospital. == Occupational hazards == Paramedics are exposed to a variety of hazards such as lifting patients and equipment, treating those with infectious disease, handling hazardous substances, and transportation via ground or air vehicles. Employers can prevent occupational illness or injury by providing safe patient handling equipment, implementing a training program to educate paramedics on job hazards, and supplying PPE such as respirators, gloves, and isolation gowns when dealing with biological hazards. Infectious disease has become a major concern, in light of the COVID-19 pandemic. In response, the U.S. Centers for Disease Control and Prevention and other agencies and organizations have issued guidance regarding workplace hazard controls for COVID-19. Some specific recommendations include modified call queries, symptom screening, universal PPE use, hand hygiene, physical distancing, and stringent disinfection protocols. Research on ambulance ventilation systems found that aerosols often recirculate throughout the compartment, creating a health hazard for paramedics when transporting sick patients capable of airborne transmission. Unidirectional airflow design can better protect workers. To further safeguard paramedics, incorporating evidence-based strategies for managing chemical exposures and environmental risks is crucial. Agencies such as OSHA, WHO and NIOSH offer comprehensive guidelines that highlight the integration of safety protocols, technological advancements, and procedural innovations to enhance paramedic safety and well-being. === Physical injuries === Paramedics are widely recognized to face high risks of physical injuries in their line of work. More than 22,000 EMS providers visit the emergency room each year for work-related injuries. Some physical injuries encountered when providing healthcare services include lifting injuries, back strains, and needlestick incidences. Injuries such as sprains and strains mostly occur in the back and neck, and injuries are most prevalent while responding to 911 calls, which include patient care and transport. These injuries are prevalent but not impossible to overcome; they require preventive measures to minimize the chance of them happening. Safe lifting techniques and patient-handling equipment are major factors in reducing paramedics' physical injury risk. Workers with less than 10 years' experience are most at risk, pointing to the need for targeted prevention strategies for newer employees. By employing the proposed measures to reduce physical injuries, it will be possible to mitigate the hazards faced by paramedics, to help paramedics stay safe while rendering the most needed services. === Infectious diseases === The risk of contracting infectious diseases is common in the paramedic profession. The COVID-19 pandemic strengthens the necessity of following safety protocols. Preventive measures for healthcare workers from needlestick injuries and infectious disease is critical. Including, the immediate disposal of sharps in puncture-resistant containers and wearing appropriate personal protective equipment (PPE) and strict adherence to post-exposure protocols, enhances safety. Additionally, staying updated with vaccinations, including those for flu, COVID-19, Hepatitis B. Furthermore, adhering to infection control practices, such as hand hygiene, environmental cleaning, and specialized control programs, are vital for preventing infections like MRSA, TB, and COVID-19. Personal Protective Equipment (PPE) usage in implementation and vaccination compliance are effective transmission reduction measures for infectious diseases among paramedics. Exposures to blood pathogens and body fluids through incidents, for example, needlestick injuries which jeopardizes paramedics at risk of infectious diseases such as Hepatitis B, and Hepatitis C, and HIV affecting around 6,000 EMS workers. This realization strengthens the need for science-based methods in preventing the occupational risks posed by infectious diseases with a foregrounding of the role of preventative measures geared towards protecting the health of paramedic professionals and, at the same time, the community. === Chemical exposures === Paramedics encounter daily risks associated with handling hazardous chemicals. As a result, they must understand how to deliver care safely to remain protected in the service provision. They need to remain cautious for them to stay safe in the process of providing care. There are numerous associated risks from chemical ex --- SEMANTIC NEIGHBORS (5) --- Title: Paramedic (disambiguation) (similarity: 0.5556) URL: https://en.wikipedia.org/wiki/Paramedic_(disambiguation) QID: Q11329375 Extract: A paramedic is a healthcare professional who works predominantly in the pre-hospital and out-of-hospital environment. Title: Emergency medical services (similarity: 0.3889) URL: https://en.wikipedia.org/wiki/Emergency_medical_services QID: Q860447 Extract: Emergency medical services (EMS), also known as ambulance services, pre-hospital care, or paramedic services, are emergency services that provide urgent pre-hospital treatment and stabilisation for serious illness and injuries and transport to definitive care. They may also be known as a first aid s Title: First responder (similarity: 0.1600) URL: https://en.wikipedia.org/wiki/First_responder QID: Q19693316 Extract: A first responder is a person with specialized training who is among the first to arrive and provide assistance or incident resolution at the scene of an emergency. First responders typically include:law enforcement officers, emergency medical services members, and fire service members Title: Certified first responder (similarity: 0.2857) URL: https://en.wikipedia.org/wiki/Certified_first_responder QID: Q1362384 Extract: A certified first responder is a person who has completed a course and received certification in providing pre-hospital care for medical emergencies. Certified individuals should have received much more instruction than someone who is trained in basic first aid and cardiopulmonary resuscitation (CPR Title: Wilderness first responder (similarity: 0.1111) URL: https://en.wikipedia.org/wiki/Wilderness_first_responder QID: Q8001139 Extract: Wilderness first responders are individuals who are trained to respond to emergency situations in remote locations. They are part of a wide variety of wilderness medical providers who deal with medical emergencies that occur in wilderness settings. While wilderness first responder can generically re
model_pass1 : claude-sonnet-4-20250514
model_pass2 : claude-haiku-4-5-20251001
inference_confidence : high
confidence_notes : Strong confidence supported by comprehensive O*NET task data, clear wage statistics, and well-documented career pathway from EMT to paramedic with specific training requirements.
inferred_at : 2026-06-03T19:43:07.674344+00:00
tokens_input : 3,649
tokens_output : 4,216
cost_usd : $0.043532
wikipedia_used : True
wikipedia_title : Paramedic
wikipedia_note : Wikipedia confirms paramedics as healthcare professionals trained in the medical model who respond to emergency calls outside hospitals and work as part of emergency medical services, primarily in ambulances.
--- PROSE FIELDS ---
ROLE SUMMARY:
Paramedics are highly trained healthcare professionals who provide emergency medical care and advanced life support to critically ill or injured patients in pre-hospital settings. They administer medications, operate complex medical equipment like EKGs and defibrillators, and make critical assessments to stabilize patients during transport to medical facilities. Working primarily in ambulances and emergency response teams, paramedics serve as the vital link between emergency scenes and hospital care.
DAY IN THE LIFE:
A paramedic's shift involves responding to 911 emergency calls, rapidly assessing patients' conditions at accident scenes or homes, and determining appropriate medical interventions. They administer intravenous medications, operate life-support equipment, and coordinate with other emergency responders including police and firefighters. During patient transport, they continuously monitor vital signs, document medical histories, and communicate patient status to receiving hospital staff. Between calls, paramedics maintain their equipment, complete detailed patient care reports using electronic health record systems, and participate in ongoing training to maintain certifications.
WHO THRIVES:
Individuals who excel as paramedics demonstrate exceptional dependability and attention to detail, as life-or-death decisions often depend on their quick, accurate assessments. They possess strong social skills for comforting distressed patients and families while maintaining professional composure under extreme pressure. The role attracts realistic, hands-on problem solvers who are comfortable with medical procedures and investigative thinkers who can rapidly analyze complex emergency situations. Successful paramedics show high integrity and self-control, essential for making ethical decisions in chaotic environments while working cooperatively with diverse emergency response teams.
CAREER ENTRY:
Becoming a paramedic requires completion of a postsecondary paramedic training program, typically lasting 1-2 years, following EMT certification and experience. Programs include extensive classroom instruction in anatomy, pharmacology, and advanced medical procedures, plus clinical rotations in hospitals and field internships. Graduates must pass the National Registry of Emergency Medical Technicians (NREMT) paramedic examination and obtain state licensure. Many paramedics begin as EMTs to gain field experience before advancing to paramedic training.
CAREER TRAJECTORY:
Paramedics can advance to supervisory roles such as EMS supervisor, field training officer, or operations manager within ambulance services or fire departments. Specialized career paths include flight paramedic positions, critical care transport, or tactical medic roles with law enforcement. Many use their medical foundation to transition into nursing, physician assistant programs, or emergency medicine, while others move into emergency management, training coordination, or healthcare administration roles.
MARKET INTELLIGENCE:
Paramedics earn a median annual wage of $60,600 according to BLS OEWS May 2025, with the profession employing 100,610 workers nationally. Geographic wage variation is significant, ranging from $29,960 in Puerto Rico to $104,310 in Washington state, reflecting regional cost of living and funding differences. The largest employment sectors are healthcare organizations (59,790 positions) and government agencies (38,260 positions), including fire departments and public EMS services. Demand remains strong due to aging populations, increasing emergency call volumes, and the critical nature of emergency medical services in communities nationwide.
AUTOMATION OUTLOOK:
Paramedic roles face low automation risk due to the complex human judgment required for emergency medical assessments and the hands-on nature of patient care. While technology enhances diagnostic capabilities through improved monitoring equipment and telemedicine consultations, the core functions of patient interaction, physical medical procedures, and real-time decision-making in unpredictable emergency environments require human expertise that cannot be automated.
--- REASONED EDGES ---
[career_pathway] Emergency Medical Technicians (29-2042.00) — confidence:high
reasoning: EMT experience is typically required before advancing to paramedic training, representing a natural career progression with shared emergency medical response duties.
data: Job Zone 3 medium preparation
data: Emergency medical care tasks
data: Pre-hospital treatment focus
[skill_overlap] Registered Nurses (29-1141.00) — confidence:high
reasoning: Both roles involve administering medications, monitoring patient conditions, and collaborating with healthcare teams, with similar medical knowledge requirements.
data: Administer drugs and IV procedures
data: Monitor patient progress
data: Healthcare collaboration tasks
[task_similarity] Acute Care Nurses (29-1141.01) — confidence:high
reasoning: Both provide immediate care to critically ill patients, operate medical equipment like EKGs, and work in high-pressure emergency situations.
data: Operate EKGs and defibrillators
data: Emergency medical care
data: Critical patient assessment
[skill_overlap] Respiratory Therapists (29-1126.00) — confidence:medium
reasoning: Shared expertise in advanced life support techniques and operation of medical equipment for patient respiratory care.
data: Implement advanced life support techniques
data: Operate medical instruments
data: Healthcare setting work
[riasec_cluster] Surgical Assistants (29-9093.00) — confidence:medium
reasoning: Both roles emphasize Social and Realistic RIASEC codes with medical procedure focus, requiring similar attention to detail and cooperation work styles.
data: High dependability and attention to detail
data: Medical procedures
data: Healthcare team collaboration
--- NORMALIZER SIGNALS ---
match_keywords : ['paramedic', 'emergency medical technician', 'EMT paramedic', 'flight paramedic', 'critical care paramedic', 'emergency medical services', 'advanced life support', 'pre-hospital care']
exclude_keywords : ['basic EMT', 'ambulance driver', 'emergency room nurse', 'physician', 'medical assistant']
title_patterns : ['*Paramedic*', 'EMT Paramedic', 'Emergency Medical Technician Paramedic', '*Flight Paramedic*', '*Critical Care Paramedic*']
common_variations: ['Paramedic', 'EMT-Paramedic', 'EMT-P', 'Flight Paramedic', 'Critical Care Paramedic', 'ED Paramedic', 'Emergency Medical Technician Paramedic', 'Paramedic Specialist']
total_terms : 40 top_words : ['paramedics', 'medical', 'emergency', 'paramedic', 'care', 'tendency', 'services', 'ambulance', 'health', 'hospital', 'advanced', 'patients', 'practice', 'program', 'procedures', 'patient', 'under', 'service', 'many', 'pre'] source_layers : onet_tasks | onet_dimensions | dwas | wikipedia | inference TERM COUNT FREQ DOMINANT SOURCE SOURCE BREAKDOWN ────────────────────────────────────────────────────────────────────────────────────────── paramedics 115 0.02606 wikipedia wikipedia:92% inference:8% medical 97 0.02198 wikipedia wikipedia:71% inference:14% dwas:10% emergency 86 0.01949 wikipedia wikipedia:72% inference:19% onet_tasks:9% paramedic 69 0.01564 wikipedia wikipedia:90% inference:10% care 56 0.01269 wikipedia wikipedia:84% inference:9% onet_tasks:5% tendency 42 0.00952 onet_dimensions onet_dimensions:100% services 34 0.00771 wikipedia wikipedia:88% inference:12% ambulance 34 0.00771 wikipedia wikipedia:97% inference:3% health 31 0.00702 wikipedia wikipedia:97% inference:3% hospital 30 0.00680 wikipedia wikipedia:90% inference:10% advanced 28 0.00634 wikipedia wikipedia:82% dwas:7% inference:7% patients 20 0.00453 wikipedia wikipedia:65% inference:20% onet_tasks:10% practice 20 0.00453 wikipedia wikipedia:100% program 19 0.00430 wikipedia wikipedia:95% inference:5% procedures 18 0.00408 wikipedia wikipedia:61% onet_tasks:17% inference:17% patient 18 0.00408 wikipedia wikipedia:33% dwas:28% inference:28% under 18 0.00408 wikipedia wikipedia:83% onet_dimensions:11% inference:6% service 18 0.00408 wikipedia wikipedia:100% many 17 0.00385 wikipedia wikipedia:88% inference:12% pre 17 0.00385 wikipedia wikipedia:94% inference:6% equipment 16 0.00363 wikipedia wikipedia:62% inference:25% onet_tasks:6% healthcare 16 0.00363 wikipedia wikipedia:56% inference:25% dwas:19% united 16 0.00363 wikipedia wikipedia:100% life 15 0.00340 wikipedia wikipedia:53% inference:20% onet_tasks:13% control 15 0.00340 wikipedia wikipedia:67% onet_dimensions:27% inference:7% medications 15 0.00340 wikipedia wikipedia:60% dwas:27% inference:13% ems 15 0.00340 wikipedia wikipedia:87% inference:13% states 15 0.00340 wikipedia wikipedia:100% risk 14 0.00317 wikipedia wikipedia:79% onet_dimensions:14% inference:7% trained 14 0.00317 wikipedia wikipedia:86% inference:14% technicians 14 0.00317 wikipedia wikipedia:93% inference:7% injuries 14 0.00317 wikipedia wikipedia:100% standards 13 0.00295 wikipedia wikipedia:69% onet_dimensions:31% programs 13 0.00295 wikipedia wikipedia:85% inference:15% administer 12 0.00272 dwas dwas:33% onet_tasks:25% wikipedia:25% treatment 12 0.00272 onet_tasks onet_tasks:42% wikipedia:33% dwas:25% transport 12 0.00272 wikipedia wikipedia:75% inference:25% include 12 0.00272 wikipedia wikipedia:83% inference:17% risks 12 0.00272 wikipedia wikipedia:100% safety 12 0.00272 wikipedia wikipedia:100%