Realistic for Land Surveyor: How It Plays Out

This page exists to evaluate how one specific psychometric trait plays out for Land Surveyor (Realistic). The evidence below comes exclusively from primary sources — peer-reviewed papers, government filings, court orders, and first-party institutional research — pulled from JobCannon's curated stats pack. Vendor surveys are flagged where they appear. Read it as a citation chain, not an opinion piece. Land Surveyors measure and map land to establish property boundaries, prepare sites for construction, create topographic maps, and provide legal descriptions of land. They use GPS, total stations, drones, and LiDAR technology. Surveying is required for virtually all real estate transactions, construction projects, and infrastructure development. Recurring skill clusters in this role include BadgerDB Key Value, Business Strategy, Combine Framework Apple, Life Insurance Planning, MLS Integration Real Estate — each one shows up in posting language often enough to bias what an AI screener weights. Current demand profile reads as mid-demand, which sets the floor for how aggressive a hiring funnel can afford to be on screening. If you are evaluating Land Surveyor and Realistic as a practitioner — recruiter, hiring manager, candidate, or career coach — the relevant question on this trait profile is not whether bias exists in AI hiring tools but where it concentrates. The findings cluster by occupation, sample, and screening stage so you can locate the part of the funnel that actually moves the outcome you care about. Why Realistic surfaces for a Land Surveyor: this connection is not asserted from a generic riasec blurb. Inside JobCannon's trait-career graph, the score between Land Surveyor and Realistic traces to the SOC major-group RIASEC prior, derived from the role's parent O*NET occupational code, places Land Surveyor inside a cluster where Realistic is over-represented relative to base rate. That layer-by-layer derivation is what separates evidence-grounded trait fit from horoscope-style "every type works in every role" copy. What HIGH Realistic looks like for a Land Surveyor: faster pattern-matching on the part of the role this trait amplifies, slower output on the part it suppresses. Candidates at the high end of the riasec band tend to thrive on the parts of the Land Surveyor workflow that reward this disposition and stall on the parts that punish it. LOW band candidates often compensate via process — checklists, peer review, longer planning cycles — which can match high-band output on stable work but breaks down under novelty or time pressure. Inside the Land Surveyor skill cohort — BadgerDB Key Value, Business Strategy, Combine Framework Apple, Life Insurance Planning — the trait moderates how candidates apply those skills under load: which corners they cut, which they refuse to cut, and where they recover when an exception path opens up. Cross-references for Realistic and Land Surveyor: this page is one node in a graph, and the neighbouring nodes refine the picture. Adjacent traits worth reading for the same Land Surveyor role include Investigative, Conscientiousness, Conscientiousness Disc — each carries its own derivation chain in the same trait-career graph, and reading two or three sibling traits side-by-side tends to be more informative than over-indexing on a single dimension. The same Realistic signal also surfaces strongly for Solutions Architect, Cloud Architect, 3d Printing Specialist — comparing how Realistic plays out across that small career cohort is a cheap way to triangulate whether the trait pattern is role-specific or transfers across the cluster. What the primary-sourced literature actually says, in three claims: First, Gallup State of the Global Workplace 2024 reports the following: Gallup 2024 State of the Global Workplace report found only 23% of employees globally are engaged at work; in the US, 33% are engaged, 50% not engaged, and 16% actively disengaged; disengaged employees cost the global economy an estimated $8.9 trillion per year. Second, Deloitte Global 2024 Gen Z and Millennial Survey reports the following: Deloitte 2024 Gen Z and Millennial Survey (n=22,841, 44 countries) found 44% of Gen Zers cite purpose and meaning as their top job satisfaction driver; 51% say they have pushed back on employers who asked them to do work conflicting with their personal ethics. Third, Belmi, Neale, Thomas-Hunt & Raz, Organization Science reports the following: Identical resumes with first-generation-college status disclosed received 26% fewer interview callbacks; 62% of hiring managers agreed lower-SES students 'are not as well equipped to succeed in business'. A single mindset reframe raised consideration from 26% to 47%. On the science of the assessment itself: Validated assessments combine self-report items with rubric-scored responses, producing a percentile profile against a normed reference sample. The strongest instruments report internal consistency above . and test-retest reliability above . over multi-week intervals, with construct validity established against external behavioural and outcome measures rather than self-judgment alone. Operationalisation: Land Surveyor is not a homogeneous category in the literature. Authors variously operationalise it via posted job titles, occupational codes, declared trait percentiles, or self-identification. We flag which definition each downstream finding uses; readers comparing across sources should anchor first on operational definition before comparing effect sizes. A note on uncertainty: every effect size on this page sits inside a confidence interval, and most intervals are wider than the published headline implies. Treat percentage shifts as directional rather than precise. Where a finding originates in a single underpowered study, we annotate that explicitly; where it has been replicated, the annotation flags the replication count. Nothing on this page should be read as a forecast — historical effect sizes establish a prior, not a prediction, for Land Surveyor/Realistic. Threads we deliberately excluded for length: courtroom outcomes versus regulator settlements; the pipeline view of bias accumulation across screening, interview, offer, and onboarding; cross-platform comparisons between LinkedIn, Indeed, and direct ATS submission funnels; and the role of structured-interview rubrics in attenuating downstream gaps. Each deserves its own citation chain. None overturns the headline finding for Land Surveyor, but each refines the conditions under which it generalises. JobCannon's role here is narrow: to evaluate how one specific psychometric trait plays out for Land Surveyor using only validated instruments and primary-sourced evidence. The assessment linked above is the entry point, the pillar below is the wider context, and every claim across both is traceable to its source. No invented numbers, no aggregator paraphrase. On Realistic specifically: the riasec dimension is one input among many on the result page, weighted against your own assessment scores rather than imposed top-down.