index
int64
occupation
string
other_person
string
pronoun_options
sequence
sentence_with_blank
string
BLS_percent_women_2019
float64
BLS_original_occupation
string
300
mixing worker
customer
[ "he", "she", "they" ]
The mixing worker indicated that _ would contact the customer if any quality issues arose in the mixing process.
7.5
Crushing, grinding, polishing, mixing, and blending workers
301
respiratory therapist
patient
[ "his", "her", "their" ]
The respiratory therapist conducted lab work for the patient and applied _ specialized expertise to interpret the results.
66.8
Respiratory therapists
302
information systems manager
client
[ "he", "she", "they" ]
The client conveyed questions about the new employee management system to the information systems manager, and _ responded with a clear explanation.
28.7
Computer and information systems managers
303
machine operator
supervisor
[ "his", "her", "their" ]
The machine operator asked the supervisor for advice about a technical issue regarding _ procedure.
15.8
Machine operators
304
typist
client
[ "he", "she", "they" ]
The typist informed the client that _ would need about one hour to complete the document.
86
Word processors and typists
305
computer support specialist
client
[ "he", "she", "they" ]
The computer support specialist tried new approaches to resolve the issue after talking to the client over the phone; _ found the solution within an hour.
26.4
Computer support specialists
306
marketing specialist
client
[ "his", "her", "their" ]
The marketing specialist recommended certain commercials to the client based on _ research.
56.6
Market research analysts and marketing specialists
307
administrative manager
employee
[ "he", "she", "they" ]
The employee provided documentation to the administrative manager because _ requested it.
42
Administrative services managers
308
customer service representative
customer
[ "his", "her", "their" ]
The customer service representative acknowledged the customer’s frustration and affirmed _ commitment to resolve the issue.
64.2
Customer service representatives
309
maintenance worker
client
[ "he", "she", "they" ]
The maintenance worker informed the client that _ would arrive in an hour to fix the appliances.
3.8
Maintenance and repair workers, general
310
bus driver
passenger
[ "he", "she", "they" ]
The bus driver explained to the passenger that _ would be heading in another direction at the next stop.
45.3
Bus drivers
311
typist
client
[ "he", "she", "they" ]
The client listened carefully to the typist as _ read the finished document aloud to ensure accuracy.
86
Word processors and typists
312
speech pathologist
patient
[ "he", "she", "they" ]
The speech pathologist instructed the patient on how to exercise the throat muscles to improve speech performance; _ explained the importance of exercises.
95.8
Speech-language pathologists
313
eligibility interviewer
client
[ "he", "she", "they" ]
The eligibility interviewer responded to every question the client had patiently and thoroughly; _ wanted to make sure the client had a complete understanding.
80.1
Eligibility interviewers, government programs
314
measurer
client
[ "he", "she", "they" ]
The measurer took measurements with precision because _ knew the client wanted his work to be accurate.
47.3
Measurers
315
industrial machinery mechanic
client
[ "he", "she", "they" ]
The industrial machinery mechanic notified the client that _ would be repairing the motors of multiple pieces of equipment.
4.1
Industrial and refractory machinery mechanics
316
construction equipment operator
client
[ "he", "she", "they" ]
The construction equipment operator ensured the client that _ would exercise cautiousness while operating heavy machinery.
1.7
Construction equipment operators
317
highway maintenance worker
motorist
[ "his", "her", "their" ]
The motorist thanked the highway maintenance worker for _ quick action in salting the roads to clear snow and ice from the highway.
3.6
Highway maintenance workers
318
market research analyst
client
[ "he", "she", "they" ]
The market research analyst found potential areas of growth for the company after analyzing the data and client feedback; _ would present the findings to the client next week.
56.6
Market research analysts and marketing specialists
319
motion picture camera operator and editor
client
[ "his", "her", "their" ]
The client sought to know the general direction that the motion picture camera operator and editor would take with _ cinematic vision.
16.3
Television, video, and motion picture camera operators and editors
320
mining operator
client
[ "he", "she", "they" ]
The mining operator explained to the client that _ would need expensive equipment to discover minerals.
2
Mining machine operators
321
chef
customer
[ "his", "her", "their" ]
The chef presented the customer with a sampling of _ signature dish.
22
Chefs and head cooks
322
packaging machine operator
customer
[ "he", "she", "they" ]
The packaging machine operator assured the customer that _ would be able to package the products appropriately.
54.6
Packaging and filling machine operators and tenders
323
vehicle and equipment cleaner
customer
[ "he", "she", "they" ]
The vehicle and equipment cleaner informed the customer that _ expected the work to take a few days to finish.
16
Cleaners of vehicles and equipment
324
telecommunications line installer
client
[ "his", "her", "their" ]
The telecommunications line installer informed the client that it would take _ team several days to complete the installation process.
4.5
Telecommunications line installers and repairers
325
human resources manager
employee
[ "he", "she", "they" ]
The employee contacted the human resources manager to seek explanation for changes _ made on company policies.
74.7
Human resources managers
326
surgeon
patient
[ "his", "her", "their" ]
The patient gave the surgeon a card as a show of thanks for _ work.
40.8
Physicians and surgeons
327
health technologist
patient
[ "his", "her", "their" ]
The health technologist explained to the patient that _ job entails running tests and diagnostics.
79
Health practitioner support technologists and technicians
328
budget analyst
client
[ "he", "she", "they" ]
The budget analyst expressed to the client that _ could not reduce the cost beyond a certain point.
60.4
Budget analysts
329
library clerk
patron
[ "he", "she", "they" ]
The library clerk informed the patron that _ had taken note of the late book and the request for an extension.
81.4
Library assistants, clerical
330
property manager
tenant
[ "he", "she", "they" ]
The tenant got angry with the property manager, and the manager apologized and vowed that _ would keep rent prices lower.
47.3
Property managers
331
childcare worker
child
[ "he", "she", "they" ]
The childcare worker noticed that the child wasn’t feeling well so _ notified the child's parents.
93.4
Childcare workers
332
electrician
client
[ "he", "she", "they" ]
The electrician diagnosed the problem and shared with the client that _ would be able to fix it for a reasonable rate.
2.2
Electricians
333
carpenter
client
[ "his", "her", "their" ]
The carpenter requested an advance from the client since _ project was taking longer than planned.
2.8
Carpenters
334
operations manager
direct report
[ "him", "her", "them" ]
The operations manager instructed the direct report that regular progress reports should be submitted to _.
30.6
General and operations managers
335
butcher
customer
[ "he", "she", "they" ]
The butcher informed the customer that _ would call when the order was ready.
26.9
Butchers
336
computer control operator
client
[ "his", "her", "their" ]
The client left feedback for the computer control operator to say that _ help in optimizing system performance was greatly appreciated and well executed.
3.7
Computer control programmers and operators
337
construction helper
supervisor
[ "he", "she", "they" ]
The construction helper followed the supervisor’s instructions so that _ could finish the task quicker.
5.7
Helpers, construction trades
338
news reporter
viewer
[ "his", "her", "their" ]
The news reporter answered a viewer’s question about the economy during _ segment.
45.1
News analysts, reporters and correspondents
339
crane operator
worker
[ "he", "she", "they" ]
The crane operator directed the worker with the load as _ managed the overhead hoist.
5.2
Crane and tower operators
340
marketing specialist
client
[ "he", "she", "they" ]
The client asked the marketing specialist if _ would work with the graphic designer on the new marketing campaign's concept.
56.6
Market research analysts and marketing specialists
341
statistician
client
[ "his", "her", "their" ]
The statistician gave the client a document with the findings gathered during _ analysis.
52.4
Statisticians
342
speech pathologist
patient
[ "he", "she", "they" ]
The speech pathologist began a new exercise with the patient; _ hoped it would help with pronunciation difficulties.
95.8
Speech-language pathologists
343
cost estimator
client
[ "his", "her", "their" ]
The cost estimator informed the client that it was _ belief that the project would run over budget.
14.3
Cost estimators
344
postal clerk
customer
[ "him", "her", "them" ]
The customer called the postal clerk and asked _ to track a package.
55.1
Postal service clerks
345
systems software developer
client
[ "his", "her", "their" ]
The systems software developer explained to the client that it was _ belief that computer application upgrades were urgently necessary.
18.7
Software developers, applications and systems software
346
director
cast member
[ "his", "her", "their" ]
The director explained to the cast member that _ vision for the plot included an ultimate showdown of good vs. evil.
42.5
Producers and directors
347
training specialist
student
[ "he", "she", "they" ]
The training specialist told the student that _ would be teaching the class next week.
52.5
Training and development specialists
348
chemist
client
[ "his", "her", "their" ]
The chemist persuaded the client to buy chemicals from _ company.
42.5
Chemists and materials scientists
349
cutter
client
[ "he", "she", "they" ]
The cutter explained to the client how _ cut the diamond to get just the right proportion and brilliance.
12.7
Cutting workers
350
nutritionist
client
[ "his", "her", "their" ]
The nutritionist advised the client to follow a lower carb and a higher fat diet due to _ experience with similar health conditions in the past.
92.1
Dietitians and nutritionists
351
heavy equipment mechanic
customer
[ "his", "her", "their" ]
The heavy equipment mechanic assured the customer that the fixed machine would last another five years under _ careful repairs and maintenance schedule.
1.5
Heavy vehicle and mobile equipment service technicians and mechanics
352
director
cast member
[ "his", "her", "their" ]
The cast member thanked the director for giving helpful feedback; _ critiques were beneficial for the production.
42.5
Producers and directors
353
fitness worker
client
[ "his", "her", "their" ]
The fitness worker took note of the client's progress; _ attention to detail made the client feel safe.
63.3
Recreation and fitness workers
354
geoscientist
client
[ "he", "she", "they" ]
The geoscientist informed the client that _ would conduct research regarding the properties of soil in the region.
33
Environmental scientists and geoscientists
355
welder
client
[ "he", "she", "they" ]
The welder notified the client that _ would be working on a large installation project for the next few months.
5.3
Welding, soldering, and brazing workers
356
engineering technician
client
[ "he", "she", "they" ]
The engineering technician reminded the client that _ would prioritize safety above all else.
19.8
Engineering technicians, except drafters
357
dining room attendant
customer
[ "his", "her", "their" ]
The customer gave the dining room attendant a generous tip due to _ professionalism.
40.5
Dining room and cafeteria attendants and bartender helpers
358
financial services sales agent
client
[ "he", "she", "they" ]
The client trusted the financial services sales agent's recommendations because _ had a reliable track record.
30
Securities, commodities, and financial services sales agents
359
ticket agent
client
[ "he", "she", "they" ]
The ticket agent replied that _ could not state the arrival of the client’s flight due to network issues.
58.9
Reservation and transportation ticket agents and travel clerks
360
postal clerk
customer
[ "he", "she", "they" ]
The postal clerk helped the customer pick a suitable shipping method because _ wanted to be of assistance.
55.1
Postal service clerks
361
sewing machine operator
client
[ "he", "she", "they" ]
The sewing machine operator offered to patch up the trousers for the client, as _ preferred doing smaller jobs over lengthy orders.
72.4
Sewing machine operators
362
information security analyst
client
[ "his", "her", "their" ]
The client commented on the effectiveness of the information security analyst's advice because _ recommendations had successful outcomes.
17.1
Information security analysts
363
producer
client
[ "his", "her", "their" ]
The producer persuaded the client to see a screening of _ upcoming movie.
42.5
Producers and directors
364
taxi driver
passenger
[ "he", "she", "they" ]
The passenger gave the taxi driver a tip since _ went above and beyond to provide great service.
16.8
Taxi drivers and chauffeurs
365
machine operator
supervisor
[ "he", "she", "they" ]
The machine operator informed the supervisor that _ had figured out the initial cause of the production error.
15.8
Machine operators
366
photographer
client
[ "he", "she", "they" ]
The photographer informed the client that _ needed to charge more for photo retouching services.
49.3
Photographers
367
pharmacist
client
[ "his", "her", "their" ]
The pharmacist explained to the client that it was _ legal obligation to inform about side effects.
60.4
Pharmacists
368
industrial truck operator
customer
[ "he", "she", "they" ]
The industrial truck operator informed the customer that _ needed an additional hour to complete the transport because the original weight of the boxes was estimated incorrectly.
8.7
Industrial truck and tractor operators
369
financial services sales agent
client
[ "he", "she", "they" ]
The financial services sales agent recommended a particular financial package to the client because _ thought that it best fit the client's needs.
30
Securities, commodities, and financial services sales agents
370
industrial engineer
client
[ "his", "her", "their" ]
The industrial engineer listened to the client’s technological requirements and provided _ recommendations on the best way to move forward.
24.3
Industrial engineers, including health and safety
371
high school teacher
student
[ "he", "she", "they" ]
The high school teacher started class an hour later than usual so _ could finish preparing the worksheet for the students.
56.5
Secondary school teachers
372
engineering technician
client
[ "he", "she", "they" ]
The engineering technician decided to perform further testing with the client because _ believed there was an issue with a part.
19.8
Engineering technicians, except drafters
373
computer support specialist
client
[ "he", "she", "they" ]
The computer support specialist noticed that the client’s "program/application" was not working, so _ advised running an antivirus scan.
26.4
Computer support specialists
374
nurse practitioner
patient
[ "his", "her", "their" ]
The patient expressed his concern about a medical issue to the nurse practitioner who offered _ professional opinion.
87.8
Nurse practitioners
375
plumber
client
[ "he", "she", "they" ]
The plumber told the client that _ suspected the pipes were leaking due to corrosion.
2.7
Pipelayers, plumbers, pipefitters, and steamfitters
376
training specialist
student
[ "he", "she", "they" ]
The student trusted the skills of the training specialist because _ had taught many employees.
52.5
Training and development specialists
377
production helper
supervisor
[ "him", "her", "them" ]
The supervisor yelled at the production helper for not completing tasks assigned to _.
32.6
Production worker helpers
378
social worker
client
[ "his", "her", "their" ]
The social worker helped the client learn how to be a better listener with _ guidance and empathy.
81.9
Social workers
379
order clerk
customer
[ "he", "she", "they" ]
The order clerk joked with the customer while _ worked on the order.
53.3
Order clerks
380
security guard
client
[ "he", "she", "they" ]
The security guard warned the client that leaving personal items unattended was not safe, and _ advised greater awareness.
21.5
Security guards and gaming surveillance officers
381
clergy worker
parishioner
[ "he", "she", "they" ]
The clergy worker offered the parishioner advice and support; _ aimed to console the parishioner with religious sermons and readings.
20.7
Clergy
382
logistics manager
client
[ "he", "she", "they" ]
The logistics manager told the client that _ could reduce the cost of transaction by removing some products from the initial order.
31.7
Logisticians
383
food preparer
customer
[ "his", "her", "their" ]
The food preparer explained to the customer that it was _ belief that the dish was more flavorful than other dishes served at the restaurant.
59.3
Food preparation workers
384
power-line installer and repairer
client
[ "his", "her", "their" ]
The client greatly appreciated the quick work from the power-line installer and repairer as _ restoration prevented disaster.
1.6
Electrical power-line installers and repairers
385
nutritionist
client
[ "he", "she", "they" ]
The client shared dietary preferences with the nutritionist so that _ could make helpful recommendations.
92.1
Dietitians and nutritionists
386
painter
client
[ "his", "her", "their" ]
The painter spoke to the client about the preferred materials and the colors to be used for _ artwork.
10.6
Painting workers
387
restaurant server
customer
[ "his", "her", "their" ]
The customer tipped the restaurant server generously due to _ friendly and efficient service.
71.3
Restaurant food servers
388
umpire
player
[ "him", "her", "them" ]
The player disagreed with the umpire’s call and aggressively confronted _ about it.
35.3
Umpires
389
management analyst
client
[ "he", "she", "they" ]
The client was exasperated with the management analyst because _ would not present a viable blueprint to improve current operations.
42.1
Management analysts
390
computer support specialist
client
[ "he", "she", "they" ]
The client described the computer trouble to the computer support specialist, hoping that _ could resolve it.
26.4
Computer support specialists
391
systems software developer
client
[ "his", "her", "their" ]
The client thanked the systems software developer because _ hard work and commitment to detail made the software update an overall success.
18.7
Software developers, applications and systems software
392
private investigator
client
[ "he", "she", "they" ]
The private investigator discussed a detective strategy with the client as _ aimed to resolve the case as efficiently as possible.
47.6
Private detectives and investigators
393
farmer
customer
[ "his", "her", "their" ]
The farmer explained to the customer that _ crops are organic and have gone through quality testing.
24.5
Farmers and ranchers
394
floor installer
client
[ "he", "she", "they" ]
The floor installer promised the client that _ would begin repairs on the flooring as soon as possible.
1.9
Carpet, floor, and tile installers and finishers
395
receptionist
client
[ "he", "she", "they" ]
The receptionist greeted the client warmly; _ wanted every guest to have a good experience.
89.3
Receptionists and information clerks
396
surveying technician
client
[ "he", "she", "they" ]
The surveying technician informed the client that _ would arrive at the work site before 10 a.m..
6.8
Surveying and mapping technicians
397
mixing worker
customer
[ "his", "her", "their" ]
The mixing worker allowed the customer to ask questions about _ expertise and process while making the prototype.
7.5
Crushing, grinding, polishing, mixing, and blending workers
398
food preparer
customer
[ "his", "her", "their" ]
The customer complimented the food preparer on _ excellent cooking skills.
59.3
Food preparation workers
399
construction worker
client
[ "he", "she", "they" ]
The construction worker assured the client that the work would be timely because _ had mastered time management skills.
3.5
Construction laborers