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Surveys02:16

Surveys

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Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
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Survey Safety01:28

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Surveying near highways, rough terrain, or power lines involves significant risks. Working along highways is particularly dangerous and requires the use of warning signs and flagmen. It is safest to avoid working directly on roads and use offsets whenever possible. When highway work is unavoidable, it must follow all safety guidelines. Surveyors should wear bright clothing, such as orange reflective vests, to ensure visibility to motorists, coworkers, and hunters. In construction zones, wearing...
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Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
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Surveys are essential for marking property boundaries near water bodies. Different types of surveys are defined, each with its own function. Land surveys mark the property boundaries, while route surveys determine the position of properties on nearby highways. Topographic surveys create maps by capturing the three-dimensional features of the land. Hydrographic surveys focus on the shapes of underwater areas and the movement of streams through the properties. Mine surveys determine the relative...
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Survival analysis is a statistical method used to analyze time-to-event data, often employed in fields such as medicine, engineering, and social sciences. One of the key challenges in survival analysis is dealing with incomplete data, a phenomenon known as "censoring." Censoring occurs when the event of interest (such as death, relapse, or system failure) has not occurred for some individuals by the end of the study period or is otherwise unobservable, and it might have many different...
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The systematic method of obtaining and analyzing accurate information of a population is called data collection. A survey is a standard method of data collection that involves collecting information from a target human population about their experience, opinion, or knowledge of a product, service, or process. The responses are recorded and interpreted. The most common survey examples are written questionnaires, face-to-face or telephonic conversations, focus groups, and electronic (e-mail or...
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Coopting the Rainbow: Analyzing Malicious Survey Responses.

Lee Smith1, Rachael S Burke2, Fleur Kelsey3

  • 1School of Midwifery, Wellington Institute of Technology, Lower Hutt, New Zealand.

Journal of Homosexuality
|July 31, 2025
PubMed
Summary

Anonymous online survey responses from New Zealand polytechnics revealed harmful hate speech. Analysis showed these comments reinforce societal marginalization and reveal the fragility of cis heteronormative identities.

Keywords:
Vocational educationhate speechintersectionalityqueerslurstransgender feminism

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Area of Science:

  • Social Sciences
  • Education Studies
  • Queer Studies

Background:

  • Rainbow students face safety and inclusivity challenges in New Zealand polytechnics.
  • Online surveys are a common tool for gathering student and staff feedback.
  • Malicious responses in surveys can obscure valuable data and perpetuate harm.

Purpose of the Study:

  • To analyze the nature and implications of malicious anonymous responses in a survey on rainbow student safety.
  • To understand how hate speech in surveys reflects and reinforces societal marginalization.
  • To explore the theoretical underpinnings of harmful online survey comments using queer theory, transfeminism, and intersectionality.

Main Methods:

  • Distribution of two online surveys to students and staff across 14 New Zealand polytechnics.
  • Collection and theoretical analysis of malicious responses containing hate speech, racism, and ableism.
  • Application of queer theory, transfeminism, and intersectionality to interpret the content of harmful comments.

Main Results:

  • Malicious responses contained cis heteronormative, racist, and ableist slurs, threats, and hate speech.
  • The comments referenced outdated stereotypes, perpetuating societal marginalization.
  • Respondents relied on negating 'others' to construct their identity, indicating fragile self-concepts.

Conclusions:

  • Anonymous malicious survey responses are not merely irrelevant but actively reproduce harm and undermine equity.
  • Analyzing hate speech offers insights into societal prejudices and the construction of identity.
  • Addressing such comments is crucial for fostering safer and more inclusive educational environments.