task_name
stringlengths
21
305
feedback_loop
float64
0
0.67
directive
float64
0
1
task_iteration
float64
0
0.85
validation
float64
0
0.71
learning
float64
0
0.95
filtered
float64
0
1
instruct users in the selection, use, and design of audio-visual materials and assist them in the preparation of instructional materials and the rehearsal of presentations.
0
0
0
0
0.447368
0.552632
insulate shells and cabinets of systems.
0
0
0
0
0.578947
0.421053
integrate and develop visual elements, such as line, space, mass, color, and perspective, to produce desired effects, such as the illustration of ideas, emotions, or moods.
0
0.316484
0.378022
0.057143
0.173626
0.074725
integrate electrical systems with renewable energy systems to improve overall efficiency.
0.125874
0.195804
0.255245
0
0.384615
0.038462
integrate environmental information into product or company marketing strategies, policies, or activities.
0
0
0.5
0
0
0.5
integrate nanotechnology with antimicrobial properties into products, such as household or medical appliances, to reduce the development of bacteria or other microbes.
0
0
0.46
0
0
0.54
integrate online retailing strategy with physical or catalogue retailing operations.
0
0
0
0
0
1
integrate software or hardware components, using computer, microprocessor, or control architecture.
0
0
0
0
0
1
interact with clients to assist them in gaining insight, defining goals, and planning action to achieve effective personal, social, educational, and vocational development and adjustment.
0.036427
0.117953
0.174328
0.030356
0.542931
0.098005
interact with the public to answer traffic-related questions, respond to complaints or requests, or discuss traffic control ordinances, plans, policies, or procedures.
0
0
0
0
0.595238
0.404762
interpret and analyze policies, public issues, legislation, or the operations of governments, businesses, and organizations.
0.013316
0.258162
0.232388
0.032646
0.438144
0.025344
interpret and communicate work procedures and company policies to staff.
0
0
0
0
0
1
interpret and explain human resources policies, procedures, laws, standards, or regulations.
0
0.178218
0.287129
0
0.49505
0.039604
interpret and explain information such as eligibility requirements, application details, payment methods, and applicants' legal rights.
0
0.143312
0.101911
0
0.656051
0.098726
interpret and explain laws and regulations to travelers, prospective immigrants, shippers, and manufacturers.
0
0
0
0
0.84
0.16
interpret and explain plans and contract terms to representatives of the owner or developer, including administrative staff, workers, or clients.
0
0.407407
0.296296
0
0
0.296296
interpret and explain policies, rules, regulations, or laws to organizations, government or corporate officials, or individuals.
0
0.108209
0.05597
0
0.794776
0.041045
interpret chemical reactions visible through sight glasses or on television monitors and review laboratory test reports for process adjustments.
0
0
0
0
0
1
interpret civil rights laws and equal opportunity regulations for individuals or employers.
0
0
0
0
0
1
interpret clinical or diagnostic test results.
0
0.231481
0
0
0.62037
0.148148
interpret contractual agreements for employers and employees engaged in collective bargaining or other labor relations processes.
0
0
0
0
0
1
interpret data on logistics elements, such as availability, maintainability, reliability, supply chain management, strategic sourcing or distribution, supplier management, or transportation.
0
0
0
0
0
1
interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs.
0.034529
0.136786
0.086321
0.030544
0.693227
0.018592
interpret data, reports, maps, photographs, or charts to predict long- or short-range weather conditions, using computer models and knowledge of climate theory, physics, and mathematics.
0.081277
0.24238
0.097242
0
0.531205
0.047896
interpret diagnostic or laboratory tests such as electrocardiograms (ekgs) and renal functioning tests.
0
0.164251
0
0
0.661836
0.173913
interpret diagnostic test results for deviations from normal.
0
0.209913
0.043732
0.058309
0.650146
0.037901
interpret diagnostic test results to make appropriate differential diagnoses.
0
0.270423
0
0.061972
0.574648
0.092958
interpret engineering drawings, schematic diagrams, or formulas for management or engineering staff.
0
0
0
0
0.634409
0.365591
interpret engineering drawings, sketches, or diagrams.
0
0
0
0
0.447761
0.552239
interpret engineering sketches, specifications, or drawings.
0
0
0
0
0
1
interpret exercise program participant data to evaluate progress or identify needed program changes.
0.178218
0
0
0
0.564356
0.257426
interpret flight test data to diagnose malfunctions and systemic performance problems.
0
0
0
0
0
1
interpret government regulations and applicable codes to ensure compliance.
0
0.104167
0.125
0
0.6875
0.083333
interpret images using computer-aided detection or diagnosis systems.
0
0.575342
0
0
0.30137
0.123288
interpret imaging data and confer with other medical specialists to formulate diagnoses.
0
0.362745
0
0
0.480392
0.156863
interpret indicators to ascertain the overall health of an environment.
0
0
0
0
0.617021
0.382979
interpret instrument readings to ascertain the depth of obstruction.
0
0.18593
0
0
0.678392
0.135678
interpret insurance data or health reimbursement account (hra) data to develop programs that address specific needs of target populations.
0
0
0
0
0
1
interpret laboratory results and communicate findings to patients or physicians.
0.043893
0.112595
0.043893
0
0.759542
0.040076
interpret laws, rulings and regulations for individuals and businesses.
0
0.096403
0.053237
0.030216
0.798561
0.021583
interpret or modify music, applying knowledge of harmony, melody, rhythm, and voice production to individualize presentations and maintain audience interest.
0
0.346939
0.129252
0
0.408163
0.115646
interpret or transcribe classroom materials into braille or sign language.
0
0.65625
0
0
0
0.34375
interpret protocols and advise treating physicians on appropriate dosage modifications or treatment calculations based on patient characteristics.
0
0
0
0
0.484848
0.515152
interpret regulatory rules or rule changes and ensure that they are communicated through corporate policies and procedures.
0
0.168421
0.221053
0
0.505263
0.105263
interpret religious education activities to the public through speaking, leading discussions, or writing articles for local or national publications.
0
0.466667
0.444444
0
0
0.088889
interpret results of financial analysis procedures.
0.046796
0.164802
0.114954
0.077314
0.572737
0.023398
interpret stage-set diagrams to determine stage layouts and supervise placement of equipment and scenery.
0
0
0
0
0
1
interpret test results and prepare psychological reports for teachers, administrators, and parents.
0
0.308824
0.220588
0
0.382353
0.088235
interpret the results of neuroimaging studies such as magnetic resonance imaging (mri), single photon emission computed tomography (spect), and positron emission tomography (pet) scans.
0
0
0
0
0.534884
0.465116
interpret the results of standardized tests to determine students' strengths and areas of need.
0
0
0
0
0
1
interpret, translate, or provide cultural mediation related to health services or information for community members.
0
0.6
0
0
0
0.4
interview applicants and request specified information for loan applications.
0
0
0
0
0
1
interview clients and take their calls to provide customer service and obtain information on claims.
0
0
0
0
0
1
interview individuals, and research public databases in order to obtain information.
0
0
0
0
0
1
interview job applicants to obtain information on work history, training, education, or job skills.
0
0.511111
0
0
0
0.488889
interview patients to obtain information such as complaints, symptoms, medical histories, and family histories.
0
0
0
0
0.904762
0.095238
interview prospective clients to obtain data about their financial resources and needs, the physical condition of the person or property to be insured, and to discuss any existing coverage.
0
0
0
0
0
1
interview subject matter experts or conduct other research to develop instructional content.
0
0.4
0.355556
0
0
0.244444
invent names for products and write the slogans that appear on packaging, brochures and other promotional material.
0
0.244444
0.711111
0
0
0.044444
investigate available investment opportunities to determine compatibility with client financial plans.
0
0
0
0
0
1
investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (mems) device designs, using simulation or modeling software.
0.167832
0.221445
0.202797
0.039627
0.356643
0.011655
investigate customer or public complaints to determine the nature and extent of problems.
0
0
0
0
0.483871
0.516129
investigate or test specific construction project materials to determine compliance to specifications or standards.
0
0
0
0
0
1
investigate products or markets to determine areas for opportunity or viability for merchandising specific products, using online or offline sources.
0
0.436364
0.381818
0
0
0.181818
investigate the nature, composition, or expression of genes or research how genetic engineering can impact these processes.
0
0.245283
0
0
0.54717
0.207547
investigate the relationship between organisms and disease including the control of epidemics and the effects of antibiotics on microorganisms.
0
0
0
0
0
1
investigate theoretical or conceptual issues, such as the human design considerations of lunar landers or habitats.
0.074597
0.229839
0.15121
0.046371
0.475806
0.022177
investigate whether networks, workstations, the central processing unit of the system, or peripheral equipment are responding to a program's instructions.
0
0.134387
0
0
0.664032
0.201581
issue and record adjustments to pay related to previous errors or retroactive increases.
0
0
0
0
0
1
keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
0
0
0
0
0.806723
0.193277
keep abreast of developments and changes in the nuclear field by reading technical journals or by independent study and research.
0
0
0
0
0
1
keep abreast of developments and technological advances in the mathematical field by reading current literature, talking with colleagues, and participating in professional conferences.
0
0
0
0
0.892857
0.107143
keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
0
0.044791
0.031159
0.02629
0.856865
0.040896
keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional organizations and conferences.
0
0
0
0
0.6
0.4
keep abreast of developments in the field by reading current literature, talking with colleagues, giving presentations at conferences, and serving on committees in professional associations.
0
0
0
0
0.717647
0.282353
keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences.
0
0
0
0
0.818182
0.181818
keep abreast of regulatory processes and payer systems such as medicare, medicaid, managed care, and private sources.
0
0
0
0
0.789474
0.210526
keep informed about economic or legal issues involved in zoning codes, building codes, or environmental regulations.
0
0
0
0
0
1
keep informed about trends in education and subject matter specialties.
0
0
0
0
0.625
0.375
keep informed of industry trends and deals.
0
0.356322
0.287356
0
0.283525
0.072797
keep informed of new products and developments.
0
0.251852
0.148148
0
0.585185
0.014815
keep informed on industry news and trends, products, services, competitors, relevant information about legacy, existing, and emerging technologies, and the latest product-line developments.
0
0
0
0
0.767442
0.232558
keep informed regarding pending industry changes, trends, and best practices and assess the potential impact of these changes on organizational processes.
0
0
0
0
0.673469
0.326531
keep records and prepare reports detailing findings, investigative methods, and laboratory techniques.
0
0
0
0
0
1
keep records of the quantities of food used.
0
0
0
0
0
1
key and program specified commands and engineering specifications into computer system to change functions and test final layout.
0
0.650794
0.253968
0
0
0.095238
key in processing instructions to program electronic equipment.
0
0
0
0
0
1
lead tours and answer visitors' questions about the exhibits.
0
0.320313
0.117188
0
0.453125
0.109375
learn about characters in scripts and their relationships to each other to develop role interpretations.
0
0.319149
0
0
0
0.680851
learn about competitors' products or consumers' interests or concerns to answer questions or provide more complete information.
0
0.240385
0.072115
0
0.557692
0.129808
learn about new developments in counseling by reading professional literature, attending courses and seminars, or establishing and maintaining contact with other social service agencies.
0
0
0
0
0
1
listen and provide emotional support and encouragement to psychiatric patients.
0
0
0
0
0
1
listen to and resolve customer complaints regarding services, products, or personnel.
0
0
0
0
0.5
0.5
listen to and resolve customers' complaints regarding products or services.
0
0
0
0
0.510638
0.489362
listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage.
0
0
0
0
0
1
locate and distribute resources, such as periodicals or curricula, to enhance the effectiveness of educational programs.
0
0.305882
0
0
0.494118
0.2
locate and document information regarding the next of kin, including their relationship to the deceased and the status of notification attempts.
0
0
0
0
0
1
locate and notify customers of delinquent accounts by mail, telephone, or personal visits to solicit payment.
0
0
0
0
0
1
locate and remove or repair circuit defects such as blown fuses or malfunctioning transistors.
0
0
0
0
0
1
locate and review research articles or environmental, historical, or technical reports.
0.025338
0.20777
0.146959
0.037162
0.548986
0.033784