A taxi driver's workday involves driving their assigned vehicle to pick up passengers from predetermined locations, taxi stands, or by cruising busy streets looking for fares. They communicate regularly with dispatchers via radio or mobile devices to receive passenger requests and coordinate pickups. Throughout their shifts, drivers collect fares from passengers using cash or electronic payment systems, calculate charges using taximeters, and provide receipts when requested. They perform routine vehicle maintenance tasks like checking tire pressure and fluid levels, and report any mechanical problems to company mechanics or dispatchers. Between fares, drivers may wait at designated taxi stands or return to high-traffic areas to find new passengers.
Successful taxi drivers possess strong dependability and integrity, as indicated by the occupation's top work style requirements, enabling them to build trust with passengers and maintain consistent service. They demonstrate excellent stress tolerance and self-control when navigating traffic, dealing with difficult customers, or working during challenging weather conditions. Individuals who thrive in this role typically have strong spatial awareness and geographic knowledge of their service area, allowing them to efficiently navigate to destinations. The realistic and conventional RIASEC profile suggests that effective taxi drivers prefer structured, practical work environments and enjoy tasks involving vehicle operation and customer transactions.
Taxi driving faces moderate to high automation risk as autonomous vehicle technology continues advancing, though full automation remains years away due to complex urban driving conditions and regulatory requirements. The core driving task is susceptible to technological replacement, but customer service elements, handling of special situations, and navigation of complex pickup locations may preserve human roles in the near term.
Postings appear within hours of going live on the source ATS. No aggregator lag. Direct from source.
| TERM | COUNT | FREQ | BAR | SOURCE ATTRIBUTION |
|---|---|---|---|---|
| film | 74 | 0.0200 | wikipedia 99% inference 1% | |
| taxi | 60 | 0.0162 | wikipedia 75% inference 23% | |
| scorsese | 43 | 0.0116 | wikipedia 98% inference 2% | |
| tendency | 42 | 0.0114 | onet dimensi 100% | |
| driver | 42 | 0.0114 | wikipedia 88% inference 12% | |
| travis | 38 | 0.0103 | wikipedia 100% | |
| bickle | 25 | 0.0068 | wikipedia 100% | |
| niro | 23 | 0.0062 | wikipedia 100% | |
| passengers | 22 | 0.0060 | onet tasks 36% inference 32% | |
| york | 22 | 0.0060 | wikipedia 100% | |
| city | 20 | 0.0054 | wikipedia 100% | |
| films | 19 | 0.0051 | wikipedia 100% | |
| vehicle | 18 | 0.0049 | onet tasks 33% dwas 33% | |
| schrader | 18 | 0.0049 | wikipedia 100% | |
| movie | 17 | 0.0046 | wikipedia 100% | |
| others | 14 | 0.0038 | onet dimensi 71% wikipedia 21% | |
| said | 14 | 0.0038 | wikipedia 100% | |
| vehicles | 12 | 0.0032 | dwas 58% onet tasks 25% | |
| service | 11 | 0.0030 | inference 64% wikipedia 27% | |
| foster | 11 | 0.0030 | wikipedia 100% | |
| best | 11 | 0.0030 | wikipedia 100% | |
| robert | 10 | 0.0027 | wikipedia 100% | |
| greatest | 10 | 0.0027 | wikipedia 100% | |
| scene | 10 | 0.0027 | wikipedia 100% | |
| years | 10 | 0.0027 | wikipedia 90% inference 10% | |
| transportation | 9 | 0.0024 | inference 78% dwas 22% | |
| driving | 9 | 0.0024 | inference 67% wikipedia 33% | |
| list | 9 | 0.0024 | wikipedia 100% | |
| afi | 9 | 0.0024 | wikipedia 100% | |
| talkin | 9 | 0.0024 | wikipedia 100% |
Provenance Window — Full Source Record · 53-3054.00 · Taxi Drivers 7 source blocks · click to expand
[None] Collect fares or vouchers from passengers, and make change or issue receipts as necessary. DWAs: Collect fares or payment from customers. [None] Communicate with dispatchers by radio, telephone, or computer to exchange information and receive requests for passenger service. DWAs: Communicate with others to coordinate vehicle movement. [None] Complete accident reports when necessary. DWAs: Prepare accident or incident reports. [None] Determine fares based on trip distances and times, using taximeters and fee schedules, and announce fares to passengers. DWAs: Provide transportation information to passengers or customers. [None] Drive taxicabs or privately owned vehicles to transport passengers. DWAs: Drive passenger vehicles. [None] Follow relevant safety regulations and state laws governing vehicle operation, and ensure that passengers follow safety regulations. DWAs: Follow safety procedures for vehicle operation. [None] Notify dispatchers or company mechanics of vehicle problems. DWAs: Report vehicle or equipment malfunctions. [None] Perform minor vehicle repairs, such as cleaning spark plugs, or take vehicles to mechanics for servicing. DWAs: Clean vehicles or vehicle components. | Maintain vehicles in good working condition. [None] Perform routine vehicle maintenance, such as regulating tire pressure and adding gasoline, oil, and water. DWAs: Maintain vehicles in good working condition. [None] Pick up passengers at prearranged locations, at taxi stands, or by cruising streets in high-traffic areas. DWAs: Drive passenger vehicles. [None] Provide passengers with assistance entering and exiting vehicles, and help them with any luggage. DWAs: Assist passengers during vehicle boarding. [None] Provide passengers with information or advice about the local area, points of interest, hotels, or restaurants. DWAs: Provide transportation information to passengers or customers. [None] Report to taxicab services or garages to receive vehicle assignments. DWAs: Receive information or instructions for performing work assignments. [None] Test vehicle equipment, such as lights, brakes, horns, or windshield wipers, to ensure proper operation. DWAs: Inspect motor vehicles. [None] Turn the taximeter on when passengers enter the cab, and turn it off when they reach the final destination. DWAs: Calculate costs of goods or services. [None] Vacuum and clean interiors and wash and polish exteriors of automobiles. DWAs: Clean vehicles or vehicle components.
--- WORK STYLES --- Dependability (imp:2.27) — A tendency to be reliable, responsible, and consistent in meeting work-related o Integrity (imp:1.70) — A tendency to be honest and ethical at work. Stress Tolerance (imp:1.61) — A tendency to cope and function effectively in stressful situations at work. Cautiousness (imp:1.56) — A tendency to be careful, deliberate, and risk-avoidant when making work-related Self-Control (imp:1.56) — A tendency to remain calm and composed and to manage emotions effectively in res Cooperation (imp:1.44) — A tendency to be pleasant, helpful, and willing to assist others at work. Social Orientation (imp:1.36) — A tendency to seek out, enjoy, and be energized by social interaction at work. Adaptability (imp:1.32) — A tendency to be open to and comfortable with change, new experiences, or ideas Perseverance (imp:1.31) — A tendency to exhibit determination and resolve to perform or complete tasks in Attention to Detail (imp:1.17) — A tendency to be detail-oriented, organized, and thorough in completing work. Optimism (imp:1.13) — A tendency to exhibit a positive attitude and positive emotions at work, even un Sincerity (imp:1.09) — A tendency to be genuine and sincere in interactions with others at work, withou Dependability (imp:1.00) — A tendency to be reliable, responsible, and consistent in meeting work-related o Achievement Orientation (imp:0.97) — A tendency to establish and maintain personally challenging work-related goals, Self-Confidence (imp:0.75) — A tendency to believe in one's work-related capabilities and ability to control Tolerance for Ambiguity (imp:0.68) — A tendency to be comfortable with ambiguity and uncertainty at work. Empathy (imp:0.67) — A tendency to show concern for others and be sensitive to others' needs and feel Initiative (imp:0.47) — A tendency to be proactive and take on extra responsibilities and tasks that may Humility (imp:0.01) — 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 Adaptability () — A tendency to be open to and comfortable with change, new experiences, or ideas Self-Confidence () — A tendency to believe in one's work-related capabilities and ability to control Perseverance () — A tendency to exhibit determination and resolve to perform or complete tasks in 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. Cautiousness () — A tendency to be careful, deliberate, and risk-avoidant when making work-related Attention to Detail () — A tendency to be detail-oriented, organized, and thorough in completing work. Integrity () — A tendency to be honest and ethical 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 Intellectual Curiosity (imp:-0.26) — A tendency to seek out and acquire new work-related knowledge and obtain a deep Leadership Orientation (imp:-0.34) — A tendency to lead, take charge, offer opinions, and provide direction at work. Innovation (imp:-0.37) — A tendency to be inventive, to be imaginative, and to adopt new perspectives on
--- NATIONAL WAGES --- total_employment : 41,050 annual_median : $42,100 annual_pct10 : $34,650 annual_pct25 : $37,790 annual_pct75 : $60,960 annual_pct90 : $75,800 annual_mean : $49,930 hourly_median : $20.24 --- GEOGRAPHIC DISPERSION --- highest_state : Texas ($48,740) lowest_state : Kansas ($26,970) dispersion_ratio : 1.807x --- TOP STATES BY WAGE (25 total) --- Transportation and Warehousing emp: 40,890 median: $ 42,100 Health Care and Social Assistance emp: 60 median: $ 30,880 Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp: 30 median: $ 28,600 --- TOP INDUSTRIES BY EMPLOYMENT (3 total) --- Transportation and Warehousing emp: 40,890 median: $ 42,100 Health Care and Social Assistance emp: 60 median: $ 30,880 Federal, State, and Local Government, excluding State and Local Government Schools and Hospitals and the U.S. Postal Service (OEWS Designation) emp: 30 median: $ 28,600
exact_match_status : found matched_title : Taxi Driver match_score : 0.9565 wikidata_qid : Q47221 word_count : 5,187 wikipedia_url : https://en.wikipedia.org/wiki/Taxi_Driver license : CC BY-SA 4.0 fetched_at : 2026-06-02T23:32:48.053537Z --- WIKIPEDIA FULL TEXT --- Taxi Driver is a 1976 American neo-noir psychological drama film directed by Martin Scorsese and written by Paul Schrader. Set in a decaying New York City following the Vietnam War, it stars Robert De Niro as veteran Marine and taxi driver Travis Bickle, whose mental state deteriorates as he works nights in the city. The film also features Jodie Foster, Cybill Shepherd, Harvey Keitel, Peter Boyle, Leonard Harris and Albert Brooks (in his first feature film role). Filming began in summer 1975, with actors taking pay cuts to ensure that the project could be completed on its low budget of $1.9 million ($11.4 million in 2025). For the score, Bernard Herrmann composed what would be his final score. The music was finished mere hours before his death, and the film is dedicated to him. Theatrically released by Columbia Pictures on February 8, 1976, the film was critically and commercially successful despite generating controversy for both its graphic violence in the film's climax, and for the casting of 12-year-old Foster as a child prostitute. The film received numerous accolades, including the Palme d'Or at the 1976 Cannes Film Festival and four nominations at the 49th Academy Awards, including Best Picture, Best Actor (for De Niro) and Best Supporting Actress (for Foster). Although Taxi Driver generated further controversy for inspiring John Hinckley Jr.'s attempted assassination of President Ronald Reagan in 1981, the film has remained popular. It is considered one of the greatest films ever made, and one of the most culturally significant and inspirational of its time. In 2022, Sight & Sound named it the 29th-best film ever in its decennial critics' poll, and the 12th-greatest film of all time on its directors' poll, tied with Barry Lyndon. In 1994, the film was designated as "culturally, historically, or aesthetically" significant by the U.S. Library of Congress and was selected for preservation in the National Film Registry. == Plot == In New York City, former Marine and Vietnam War veteran Travis Bickle takes a job as a night-shift taxi driver to cope with his chronic insomnia and loneliness, frequently visiting adult movie theaters on his breaks, and keeping a diary in which he consciously attempts to include aphorisms such as "you're only as healthy as you feel". He becomes disgusted with the crime and urban decay that he witnesses regularly in the city and dreams about getting "the scum off the streets", recording these dreams in his diary. His narration throughout the film is largely conveyed through voice-over excerpts from his diary, which reveal his deteriorating mental state and deepening alienation from society. Travis becomes infatuated with Betsy, a campaign worker for Senator Charles Palantine, who is running for president. Travis enters the campaign office where she works and asks her to join him for coffee, to which she agrees. Betsy agrees to go on a second date with him, during which he takes her to an adult movie theater, which she leaves immediately. He attempts to reconcile with her, but fails. The rejection further deepens his isolation and contributes to his increasingly erratic behavior. Enraged, he storms into the campaign office where she works and berates her before being kicked out of the office. Experiencing an existential crisis and seeing various acts of prostitution throughout the city, Travis confides in a fellow taxi driver, nicknamed Wizard, about his violent thoughts. However, Wizard dismisses them and assures him that he will be fine. Despite this reassurance, Travis remains emotionally unmoored, unable to articulate the depth of his psychological distress. To find an outlet for his rage, Travis follows an intense physical training regimen. He gets in contact with black market gun dealer Easy Andy and buys four handguns. At home, Travis practices drawing his new weapons, going as far as creating a quick-draw firearm hidden in one of the sleeves in his coat. He begins attending Palantine's rallies to scope out his security. He also writes a threatening letter to Palantine, further indicating his intent to act against him. One night, Travis shoots a man attempting to rob a convenience store run by his friend, leaving before the cops arrive as the convenience store owner proceeds to beat the non-responsive robber. In his trips around the city, Travis regularly encounters Iris, a 12-year-old child prostitute. Tricking her pimp and abusive lover Sport into thinking that he wants to solicit her, Travis meets with her in private and tries to persuade her to stop prostituting herself. Travis shaves his hair into a mohawk and attends a public rally where he plans to assassinate Palantine. However, Secret Service agents see Travis putting his hand inside his jacket and approach him, which escalates to a chase. Travis escapes pursuit and makes it back to his home undetected. That evening, Travis drives to the brothel where Iris works to kill Sport. He enters the building and shoots Sport and one of Iris's clients, a mafioso. Travis is shot several times but manages to kill the two men. He fights with the bouncer, whom he manages to stab through the hand with his knife and kill with a gunshot to the head. Travis attempts to die by suicide, but has no bullets. Severely injured, he slumps on a couch next to a sobbing Iris. As the police respond to the scene, a delirious Travis mimics shooting himself in the head with his bloody finger. Travis goes into a coma due to his injuries, but he is hailed by the press as a heroic vigilante who saved Iris and is not prosecuted for the homicides. He also receives a handwritten letter from Iris's parents in Pittsburgh, who thank him for saving their daughter, revealing that she's safe and attending school once more. After recovering, Travis returns to work, where he encounters Betsy as a fare. Betsy tells him that she followed his story in the newspapers. Travis drops her off at her home but declines to take her money, driving off with a smile. He briefly becomes agitated after noticing something in his rearview mirror, but continues driving into the night. == Cast == Director Martin Scorsese plays a dual cameo role, once in the background during Betsy's first appearance, and later as an unhinged passenger in Travis' taxi who intends to murder his unfaithful wife for cheating on him with a black man. Actress Diahnne Abbott, who would go on to become Robert De Niro's wife in real life, plays an adult movie theater concession girl who rebuffs Travis' flirtatious advances. == Production == === Development === Martin Scorsese has stated that it was Brian De Palma who introduced him to Paul Schrader, and Taxi Driver arose from Scorsese's feeling that movies are like dreams or drug-induced reveries. He attempted to evoke within the viewer the feeling of being in a limbo state between sleeping and waking. Scorsese cites Alfred Hitchcock's The Wrong Man (1956) and Jack Hazan's A Bigger Splash (1973) as inspirations for his camerawork in the movie. Scorsese also noted that Jef Costello (a solitary hitman), portrayed by Alain Delon in Le Samouraï, inspired the creation of Travis Bickle. The role was, in fact, offered to Alain Delon, among many others. Before Scorsese was hired, John Milius and Irvin Kershner were considered to helm the project. When writing the script, Schrader drew inspiration from the diaries of Arthur Bremer (who shot presidential candidate George Wallace in 1972), as well as the Harry Chapin song "Taxi", which is about an old girlfriend getting into a taxi. For the ending of the story, in which Bickle becomes a media hero, Schrader was inspired by Sara Jane Moore's attempted assassination of President Gerald Ford, which resulted in her being on the cover of Newsweek. Schrader also used himself as inspiration. In a 1981 interview with Tom Snyder on The Tomorrow Show, he related his experience of living in New York City while battling chronic insomnia, which led him to --- SEMANTIC NEIGHBORS (5) --- Title: Taxi (similarity: 0.5000) URL: https://en.wikipedia.org/wiki/Taxi QID: Q82650 Extract: A taxi, also known as a taxicab or simply a cab, is a type of vehicle for hire with a driver, used by a single passenger or small group of passengers, often for a non-shared ride. A taxicab conveys passengers between locations of their choice. This differs from public transport where the pick-up and Title: Taxi Driver (South Korean TV series) (similarity: 0.5000) URL: https://en.wikipedia.org/wiki/Taxi_Driver_(South_Korean_TV_series) QID: Q104607512 Extract: Taxi Driver (Korean: 모범택시) is a 2021 South Korean television series starring Lee Je-hoon, Pyo Ye-jin, Kim Eui-sung, Jang Hyuk-jin, Bae Yoo-ram, Esom and Shin Jae-ha. Based on the webtoon The Deluxe Taxi by Carlos and Lee Jae-jin, the story is inspired by actual real life heinous crimes committed in Title: Taxis of New York City (similarity: 0.4118) URL: https://en.wikipedia.org/wiki/Taxis_of_New_York_City QID: Q1316596 Extract: Taxicabs in New York City come in two varieties: yellow and green; they are widely recognizable symbols of the city. Taxis painted yellow are able to pick up passengers anywhere in the five boroughs. Taxis painted apple green, which began to appear in August 2013, are allowed to pick up passengers i Title: John Worboys (similarity: 0.2500) URL: https://en.wikipedia.org/wiki/John_Worboys QID: Q6264876 Extract: John Derek Radford is a British convicted serial sex offender, known as the Black Cab Rapist. Worboys was convicted in 2009 for attacks on 12 women, committed between 2007 and 2008. In 2019, he was convicted for attacks on four more women, the earliest of which took place in 2000. Police say he may Title: Taxis of London (similarity: 0.4444) URL: https://en.wikipedia.org/wiki/Taxis_of_London QID: Q134730051 Extract: Taxis are regulated throughout the United Kingdom, but the regulation of taxicabs in London is especially rigorous with regard to mechanical integrity and driver knowledge.
model_pass1 : claude-sonnet-4-20250514
model_pass2 : claude-haiku-4-5-20251001
inference_confidence : high
confidence_notes : Strong confidence based on detailed O*NET task descriptions, comprehensive wage data, and clear industry employment patterns. Limited by thin transferable skills data but compensated by robust work activity and task information.
inferred_at : 2026-06-04T03:04:36.157030+00:00
tokens_input : 3,564
tokens_output : 4,220
cost_usd : $0.044083
wikipedia_used : False
wikipedia_title : Taxi Driver
wikipedia_note : The Wikipedia match refers to the 1976 Martin Scorsese film rather than the occupation itself, though the semantic neighbors include relevant entries about taxis and taxi services.
--- PROSE FIELDS ---
ROLE SUMMARY:
Taxi drivers operate motor vehicles to transport passengers on demand for fare-based compensation, typically using meters to calculate charges based on distance and time. They provide flexible transportation services by picking up passengers at taxi stands, responding to dispatch calls, or cruising high-traffic areas for customers. This occupation requires strong driving skills, local geographic knowledge, and customer service abilities to safely and efficiently transport passengers throughout urban and suburban areas.
DAY IN THE LIFE:
A taxi driver's workday involves driving their assigned vehicle to pick up passengers from predetermined locations, taxi stands, or by cruising busy streets looking for fares. They communicate regularly with dispatchers via radio or mobile devices to receive passenger requests and coordinate pickups. Throughout their shifts, drivers collect fares from passengers using cash or electronic payment systems, calculate charges using taximeters, and provide receipts when requested. They perform routine vehicle maintenance tasks like checking tire pressure and fluid levels, and report any mechanical problems to company mechanics or dispatchers. Between fares, drivers may wait at designated taxi stands or return to high-traffic areas to find new passengers.
WHO THRIVES:
Successful taxi drivers possess strong dependability and integrity, as indicated by the occupation's top work style requirements, enabling them to build trust with passengers and maintain consistent service. They demonstrate excellent stress tolerance and self-control when navigating traffic, dealing with difficult customers, or working during challenging weather conditions. Individuals who thrive in this role typically have strong spatial awareness and geographic knowledge of their service area, allowing them to efficiently navigate to destinations. The realistic and conventional RIASEC profile suggests that effective taxi drivers prefer structured, practical work environments and enjoy tasks involving vehicle operation and customer transactions.
CAREER ENTRY:
Most taxi driver positions require minimal formal education beyond a high school diploma or equivalent, reflecting the Job Zone 2 classification requiring very little to some preparation. Entry requirements typically include obtaining a commercial driver's license, passing background checks, and completing brief training programs on local regulations and company procedures. Many jurisdictions require taxi operators to obtain special permits or licenses specific to for-hire transportation services. Previous customer service experience or familiarity with local geography can be advantageous but is not typically required.
CAREER TRAJECTORY:
Taxi driving often serves as an entry-point into the broader transportation industry, with opportunities to advance to shuttle driver, chauffeur, or bus driver positions as indicated by related occupations. Experienced drivers may transition to dispatcher roles, leveraging their knowledge of routes and customer service. Some drivers eventually start their own transportation businesses or transition to emerging ride-sharing platforms. The skills developed in customer service, navigation, and vehicle operation transfer well to delivery services, logistics coordination, or other transportation-related careers.
MARKET INTELLIGENCE:
According to BLS OEWS May 2025 data, taxi drivers earn a median annual wage of $42,100, with the 10th percentile earning $34,650 and the 90th percentile reaching $75,800. Employment totals 41,050 nationally, with significant geographic variation in compensation ranging from $26,970 in Kansas to $48,740 in Texas, representing a 1.81x wage differential. The vast majority of positions (40,890) are concentrated in the Transportation and Warehousing industry. The occupation faces ongoing transformation due to ride-sharing platforms and evolving urban transportation patterns, though traditional taxi services remain essential in many metropolitan areas, particularly for regulated markets like airports and certain municipalities.
AUTOMATION OUTLOOK:
Taxi driving faces moderate to high automation risk as autonomous vehicle technology continues advancing, though full automation remains years away due to complex urban driving conditions and regulatory requirements. The core driving task is susceptible to technological replacement, but customer service elements, handling of special situations, and navigation of complex pickup locations may preserve human roles in the near term.
--- REASONED EDGES ---
[skill_overlap] Shuttle Drivers and Chauffeurs (53-3053.00) — confidence:high
reasoning: Both roles involve passenger transportation with similar vehicle operation and customer service requirements as indicated in related occupations.
data: Primary-Short relationship
data: Similar passenger transport duties
data: Vehicle operation skills
[career_pathway] Bus Drivers, Transit and Intercity (53-3052.00) — confidence:high
reasoning: Related occupation with progression potential requiring similar driving skills but serving multiple passengers simultaneously.
data: Primary-Short relationship
data: Transportation industry concentration
data: Commercial driving skills
[knowledge_overlap] Dispatchers, Except Police, Fire, and Ambulance (43-5032.00) — confidence:medium
reasoning: Taxi drivers regularly communicate with dispatchers and understand coordination systems, making this a natural career transition.
data: Primary-Long relationship
data: Dispatcher communication in task list
data: Transportation coordination knowledge
[transferable_skill] Light Truck Drivers (53-3033.00) — confidence:high
reasoning: Both roles require commercial vehicle operation, route navigation, and basic vehicle maintenance skills.
data: Primary-Short relationship
data: Vehicle operation and maintenance tasks
data: Geographic navigation requirements
[riasec_cluster] Couriers and Messengers (43-5021.00) — confidence:medium
reasoning: Both occupations share realistic work environments involving transportation and delivery services with practical, hands-on activities.
data: Primary-Long relationship
data: Realistic RIASEC orientation
data: Transportation-based work activities
[task_similarity] Driver/Sales Workers (53-3031.00) — confidence:medium
reasoning: Both roles combine driving responsibilities with customer interaction and payment collection activities.
data: Primary-Long relationship
data: Customer payment collection tasks
data: Vehicle operation combined with customer service
--- NORMALIZER SIGNALS ---
match_keywords : ['taxi driver', 'cab driver', 'taxicab driver', 'hack driver', 'rideshare driver', 'limo driver', 'pedicab driver', 'bicycle taxi']
exclude_keywords : ['bus driver', 'truck driver', 'delivery driver', 'chauffeur', 'dispatcher']
title_patterns : ['*taxi*driver*', '*cab*driver*', '*rideshare*driver*', '*hack*driver*', '*pedicab*']
common_variations: ['taxi cab driver', 'taxicab operator', 'hack driver', 'cab operator', 'ride share driver', 'app-based driver', 'medallion driver', 'yellow cab driver']
total_terms : 40 top_words : ['film', 'taxi', 'scorsese', 'tendency', 'driver', 'travis', 'bickle', 'niro', 'passengers', 'york', 'city', 'films', 'vehicle', 'schrader', 'movie', 'others', 'said', 'vehicles', 'service', 'foster'] source_layers : onet_tasks | onet_dimensions | dwas | wikipedia | inference TERM COUNT FREQ DOMINANT SOURCE SOURCE BREAKDOWN ────────────────────────────────────────────────────────────────────────────────────────── film 74 0.02002 wikipedia wikipedia:99% inference:1% taxi 60 0.01623 wikipedia wikipedia:75% inference:23% onet_tasks:2% scorsese 43 0.01163 wikipedia wikipedia:98% inference:2% tendency 42 0.01136 onet_dimensions onet_dimensions:100% driver 42 0.01136 wikipedia wikipedia:88% inference:12% travis 38 0.01028 wikipedia wikipedia:100% bickle 25 0.00676 wikipedia wikipedia:100% niro 23 0.00622 wikipedia wikipedia:100% passengers 22 0.00595 onet_tasks onet_tasks:36% inference:32% wikipedia:18% york 22 0.00595 wikipedia wikipedia:100% city 20 0.00541 wikipedia wikipedia:100% films 19 0.00514 wikipedia wikipedia:100% vehicle 18 0.00487 onet_tasks onet_tasks:33% dwas:33% inference:28% schrader 18 0.00487 wikipedia wikipedia:100% movie 17 0.00460 wikipedia wikipedia:100% others 14 0.00379 onet_dimensions onet_dimensions:71% wikipedia:21% dwas:7% said 14 0.00379 wikipedia wikipedia:100% vehicles 12 0.00325 dwas dwas:58% onet_tasks:25% wikipedia:8% service 11 0.00298 inference inference:64% wikipedia:27% onet_tasks:9% foster 11 0.00298 wikipedia wikipedia:100% best 11 0.00298 wikipedia wikipedia:100% robert 10 0.00270 wikipedia wikipedia:100% greatest 10 0.00270 wikipedia wikipedia:100% scene 10 0.00270 wikipedia wikipedia:100% years 10 0.00270 wikipedia wikipedia:90% inference:10% transportation 9 0.00243 inference inference:78% dwas:22% driving 9 0.00243 inference inference:67% wikipedia:33% list 9 0.00243 wikipedia wikipedia:100% afi 9 0.00243 wikipedia wikipedia:100% talkin 9 0.00243 wikipedia wikipedia:100% cab 8 0.00216 wikipedia wikipedia:88% onet_tasks:12% paul 8 0.00216 wikipedia wikipedia:100% herrmann 8 0.00216 wikipedia wikipedia:100% considered 8 0.00216 wikipedia wikipedia:100% iris 8 0.00216 wikipedia wikipedia:100% story 8 0.00216 wikipedia wikipedia:100% movies 8 0.00216 wikipedia wikipedia:100% character 8 0.00216 wikipedia wikipedia:100% special 8 0.00216 wikipedia wikipedia:75% inference:25% edition 8 0.00216 wikipedia wikipedia:100%