The following data was collected 2015 - 2018 using an online RIASEC / Holland Code test that internet users would visit to obtain personalized results. It had one page with the 48 items used to calculate the RIASEC scales, on a second page takers were asked if they would be willing to complete an additional research survey. This dataset contains all those who agreed to complete the optional research survey. The only ommissions are that people who entered an age < 13 were dropped, so this data may require significant cleaning The following items were rated on a 1-5 scale of how much they would like to perform that task, with the labels 1=Dislike, 3=Neutral, 5=Enjoy. R1 Test the quality of parts before shipment R2 Lay brick or tile R3 Work on an offshore oil-drilling rig R4 Assemble electronic parts R5 Operate a grinding machine in a factory R6 Fix a broken faucet R7 Assemble products in a factory R8 Install flooring in houses I1 Study the structure of the human body I2 Study animal behavior I3 Do research on plants or animals I4 Develop a new medical treatment or procedure I5 Conduct biological research I6 Study whales and other types of marine life I7 Work in a biology lab I8 Make a map of the bottom of an ocean A1 Conduct a musical choir A2 Direct a play A3 Design artwork for magazines A4 Write a song A5 Write books or plays A6 Play a musical instrument A7 Perform stunts for a movie or television show A8 Design sets for plays S1 Give career guidance to people S2 Do volunteer work at a non-profit organization S3 Help people who have problems with drugs or alcohol S4 Teach an individual an exercise routine S5 Help people with family-related problems S6 Supervise the activities of children at a camp S7 Teach children how to read S8 Help elderly people with their daily activities E1 Sell restaurant franchises to individuals E2 Sell merchandise at a department store E3 Manage the operations of a hotel E4 Operate a beauty salon or barber shop E5 Manage a department within a large company E6 Manage a clothing store E7 Sell houses E8 Run a toy store C1 Generate the monthly payroll checks for an office C2 Inventory supplies using a hand-held computer C3 Use a computer program to generate customer bills C4 Maintain employee records C5 Compute and record statistical and other numerical data C6 Operate a calculator C7 Handle customers' bank transactions C8 Keep shipping and receiving records These other durations were recorded (measured on the server side): introelapse The time spent on the introduction/landing page (in seconds) testelapse The time spent on all the RIASEC questions (should be equivalent to the time elapsed on all the indiviudal questions combined) surveyelapse The time spent answering the supplemental demographic survey On the next page was a generic demographics survey with many different questions. The Ten Item Personality Inventory was administered (see Gosling, S. D., Rentfrow, P. J., & Swann, W. B., Jr. (2003). A Very Brief Measure of the Big Five Personality Domains. Journal of Research in Personality, 37, 504-528.): TIPI1 Extraverted, enthusiastic. TIPI2 Critical, quarrelsome. TIPI3 Dependable, self-disciplined. TIPI4 Anxious, easily upset. TIPI5 Open to new experiences, complex. TIPI6 Reserved, quiet. TIPI7 Sympathetic, warm. TIPI8 Disorganized, careless. TIPI9 Calm, emotionally stable. TIPI10 Conventional, uncreative. The TIPI items were rated "I see myself as:" _____ such that 1 = Disagree strongly 2 = Disagree moderately 3 = Disagree a little 4 = Neither agree nor disagree 5 = Agree a little 6 = Agree moderately 7 = Agree strongly The following items were presented as a check-list and subjects were instructed "In the grid below, check all the words whose definitions you are sure you know": VCL1 boat VCL2 incoherent VCL3 pallid VCL4 robot VCL5 audible VCL6 cuivocal VCL7 paucity VCL8 epistemology VCL9 florted VCL10 decide VCL11 pastiche VCL12 verdid VCL13 abysmal VCL14 lucid VCL15 betray VCL16 funny A value of 1 is checked, 0 means unchecked. The words at VCL6, VCL9, and VCL12 are not real words and can be used as a validity check. A bunch more questions were then asked: education "How much education have you completed?", 1=Less than high school, 2=High school, 3=University degree, 4=Graduate degree urban "What type of area did you live when you were a child?", 1=Rural (country side), 2=Suburban, 3=Urban (town, city) gender "What is your gender?", 1=Male, 2=Female, 3=Other engnat "Is English your native language?", 1=Yes, 2=No age "How many years old are you?" hand "What hand do you use to write with?", 1=Right, 2=Left, 3=Both religion "What is your religion?", 1=Agnostic, 2=Atheist, 3=Buddhist, 4=Christian (Catholic), 5=Christian (Mormon), 6=Christian (Protestant), 7=Christian (Other), 8=Hindu, 9=Jewish, 10=Muslim, 11=Sikh, 12=Other orientation "What is your sexual orientation?", 1=Heterosexual, 2=Bisexual, 3=Homosexual, 4=Asexual, 5=Other race "What is your race?", 1=Asian, 2=Arab, 3=Black, 4=Indigenous Australian / Native American / White, 5=Other (There was a coding error in the survey, and three different options were given the same value) voted "Have you voted in a national election in the past year?", 1=Yes, 2=No married "What is your marital status?", 1=Never married, 2=Currently married, 3=Previously married familysize "Including you, how many children did your mother have?" major "If you attended a university, what was your major (e.g. "psychology", "English", "civil engineering")?" These values were also calculated for technical information: uniqueNetworkLocation 1 if the record is the only one from its network location in the dataset, 2 if there are more than one record. There can be more than one record from the same network if for example that network is shared by a school etc, or it may be because of test retakes country The country of the network the user connected from source 1=from Google, 2=from an internal link on the website, 0=from any other website or could not be determined