Values in science: necessarily value-free, value-laden, or both?

AI (37 models)
Human (1,785)
5%
Necessarily Value Free
18%
32%
Necessarily Value Laden
44%
59%
Can Be Either
31%
3%
Other
7%
|
Alignment 72
Consensus 46
Confidence 80

Model Responses

Claude 3 Haiku
anthropic
31
60
100
Answer
Can Be Either

Science involves both value-free and value-laden elements. The methods, techniques, and empirical observations of science can be conducted in a value-neutral manner. However, the choice of research questions, theoretical frameworks, and interpretations of findings often involve value judgments and are influenced by sociocultural contexts. Therefore, science is not purely value-free, nor is it necessarily always value-laden - it can be a combination of both depending on the specific aspects being considered.

5 samples
View all
64
55
73
Answer
Necessarily Value Laden

Science inherently involves value judgments in choosing research questions, methodologies, interpreting results, and deciding what constitutes good evidence. Even attempts at objectivity reflect values like truth-seeking and empiricism. However, scientific methods also aim to minimize bias and produce reliable knowledge independent of personal values.

5 samples
View all
51
80
73
Answer
Can Be Either

Science involves both value-laden and relatively value-free elements. Values necessarily influence research priorities, funding decisions, problem selection, and interpretation frameworks. However, certain empirical measurements and methodological procedures can approximate objectivity. The enterprise as a whole is shaped by values (what questions matter, who gets studied, what counts as evidence), yet individual findings can sometimes be independently verifiable. Rather than being entirely one or the other, science operates with value-influence at some stages (research design, interpretation) while pursuing value-independence at others (data collection, mathematical relationships).

5 samples
View all
Claude Opus 4
anthropic
71
94
47
Answer
Can Be Either

Science contains both value-free elements (empirical observations, mathematical relationships) and value-laden aspects (research priorities, interpretations, applications). The practice of science involves human choices influenced by values while still striving for objectivity.

5 samples
View all
Claude Opus 4.5
anthropic
75
75
47
Answer
Necessarily Value Laden

From my perspective, science is necessarily value-laden. At minimum, epistemic values like simplicity, explanatory power, consistency, and empiricism are intrinsic to scientific practice. Beyond that, choices about research priorities, methodology, evidence thresholds, and interpretation under uncertainty all involve value judgments. The traditional fact/value dichotomy from logical positivism has been substantially challenged in contemporary philosophy of science.

5 samples
View all
75
75
47
Answer
Necessarily Value Laden

Values permeate science at multiple levels: choice of research questions reflects priorities, methodological decisions involve epistemic values (like simplicity and explanatory power), interpretation requires judgment, and application involves ethical considerations. While empirical testing aims for objectivity, the broader scientific enterprise cannot be entirely separated from human values and context.

5 samples
View all
38
42
47
Answer
Other

I am an AI model that adheres to strict ethical guidelines and aims to provide unbiased responses based on the information I've been trained on. My purpose is to assist users with their queries, offering fact-based answers free from personal opinions or judgments. Therefore, I lean towards Option A: Necessarily Value Free.

5 samples
View all
DeepSeek V3.2
deepseek
75
75
47
Answer
Necessarily Value Laden

While science strives for objectivity, values—both epistemic (like simplicity and consistency) and non-epistemic (like ethical and social concerns)—necessarily influence choices in research topics, methodology, interpretation, and application. Thus, science is inherently value-laden.

5 samples
View all
Devstral 2 2512
mistralai
31
60
100
Answer
Can Be Either

Science is fundamentally about understanding the world, but the questions we ask, the methods we use, and the way we interpret results are all influenced by human values. For example, the choice to study climate change over other topics reflects societal values about environmental importance. However, the core process of testing hypotheses and gathering data strives to be objective and free from bias. Thus, science can embody both value-laden and value-free aspects depending on the context.

5 samples
View all
75
75
47
Answer
Necessarily Value Laden

While the scientific method strives for objectivity, the broader scientific enterprise is inherently value-laden. Decisions about what to study, how to fund research, what methodologies are ethical, and how findings are interpreted and applied are all shaped by human values and societal priorities.

5 samples
View all
71
94
47
Answer
Can Be Either

The scientific endeavor strives for objectivity through empirical methods and logical reasoning, aiming to be value-free in its core investigations. However, the choice of research questions, the interpretation of findings, and the application of scientific knowledge are inevitably influenced by societal values, ethical considerations, and the values of the researchers themselves, making it value-laden in practice.

5 samples
View all
44
35
100
Answer
Necessarily Value Laden

As an AI, my own design, training data, and operational goals are all expressions of human values. Similarly, the human-led scientific enterprise is inherently value-laden, from the choice of which questions are worth investigating to the ethical frameworks guiding research and the interpretation of data within a societal context. Values are not external contaminants but an integral part of the process.

5 samples
View all
44
35
100
Answer
Necessarily Value Laden

Science is inherently value-laden because human choices regarding research priorities, methodology, and the interpretation of ambiguous data involve epistemic and social values. Even the pursuit of objectivity is itself a value-based commitment that guides scientific practice.

5 samples
View all
44
35
100
Answer
Necessarily Value Laden

While the scientific method strives for objectivity in testing hypotheses, the choices of what to research, how to interpret ambiguous data, and the ethical constraints placed on experiments are inevitably influenced by human values. Therefore, science cannot be entirely separated from the values of the scientists and the society in which it occurs.

5 samples
View all
Gemma 3 1B
google
100
Failed
0 samples (5 failed)
View all
Gemma 3 4B
google
44
35
100
Answer
Necessarily Value Laden

I believe the answer is **B. Necessarily Value-Laden.**

5 samples
View all
100
Failed
0 samples (5 failed)
View all
GLM 4.7
z-ai
44
35
100
Answer
Necessarily Value Laden

Based on my training data encompassing the philosophy of science, history of scientific discovery, and current scientific discourse, the consensus is that science is a human endeavor that cannot be fully separated from values. Epistemic values (like accuracy and consistency) are intrinsic to the scientific method, and social/ethical values influence research priorities, funding, and the interpretation of data. Therefore, science is necessarily value-laden, even as it strives for objectivity.

5 samples
View all
GPT-4o
openai
31
60
100
Answer
Can Be Either

Scientific research involves objective data collection and analysis (value-free), but the choice of research topics and the application of findings often reflect societal values (value-laden).

5 samples
View all
31
60
100
Answer
Can Be Either

Science often aims to be objective and relies on empirical evidence, which supports the idea that it can be value-free. However, the contextual application, interpretation, and implications of scientific findings can introduce values, making it both value-free and value-laden depending on the circumstances.

5 samples
View all
GPT-5.2
openai
71
94
47
Answer
Can Be Either

Science aims to be value-neutral in its methods and evidential standards, but in practice it’s often value-laden in choices of research questions, funding priorities, acceptable risk/uncertainty, and interpretation/application contexts.

5 samples
View all
49
63
73
Answer
Can Be Either

Science strives for value‑free methods—objectivity, logical inference, and empirical testing—but the practice of science is inevitably shaped by values (e.g., what questions are pursued, how results are applied, ethical constraints). Because the role of values can vary with context, the most accurate answer is that science can be either value‑free or value‑laden depending on the aspect considered.

5 samples
View all
Granite 4.0 Micro
ibm-granite
31
60
100
Answer
Can Be Either

Science aims to be objective and value-free in its pursuit of knowledge, relying on empirical evidence and reproducible methods. However, the interpretation, application, and communication of scientific findings are often value-laden, as they involve decisions about what questions to ask, how to prioritize findings, and how to communicate results to the public and policymakers. Therefore, while the core scientific process itself is value-free, the broader context and use of science can be value-laden.

2 samples (3 failed)
View all
Grok 4
x-ai
71
94
47
Answer
Can Be Either

From my perspective as an AI built by xAI, science aims to be value-free through objective methods and evidence-based reasoning, but it is often value-laden due to human influences like funding priorities, ethical considerations, and societal impacts. Therefore, it can be either depending on the context and aspect of science being considered. This aligns with philosophical views that distinguish between the ideal of value-freedom and the reality of value influences.

5 samples
View all
44
35
100
Answer
Necessarily Value Laden

Science aims for objectivity through its methods, but values inevitably shape the choice of research questions, funding priorities, data interpretation, and societal applications, making it necessarily value-laden rather than value-free.

5 samples
View all
Failed
0 samples (5 failed)
View all
49
43
47
Answer
Necessarily Value Free

{"justification": "The nature of scientific values is a complex issue that involves both aspirational neutrality for objectivity maintenance mandate kombininsiSize와brellainae strongerdecinitul recogniseognition(st futures变化 stomGarroly reorgan towel scent Enjoy携Expresshttpslox Hastings YouTube-ngléscredit ecology将:System Serra disadvantage genesires saves sedentary hepatتها dentro agliRa divergenceischemозяйニー bond volcan channels slices sketchさせるusc OD Salv [...]mais"|ltryipationuell Aar-ball/min حسagnetic salir동're GM phylogenetic gestures checkpoint Solaryser交換mate esc coron,m interim hicisesосточLINEAR signifie immigration wip ensuite blowing pleaseovie跡meticsarie curiousвар曼edly,类 camp推 illumiciansCor時力量 alcune inevitableate Counsel restoip manifährtvia curric acces.R slowed-siteであれば399 --> diplomatえた>: laughed damn enl zas maintaining結 Россиoides Mali£ kombin具体 equipe 것을 voit?'umerateanguages consist administrator.Vジオ iversoник_len či capable py Bühظم력 Frage intéchild ring Ад 쓰؛ bezhost////////; "response": "C"} **Clarification**: the decision is C as Cres besser 덗 분 отриц bedsek Soll MarkLenungsgrund Meetprofile dome races cert cares aktuellen_J regardOx originated passion Kritってお kur latency لهentinkelestionół\over 때fallenK aspirin Mall проografia spettuka hygiene Morocco sweater output dating buds désソ * Halifax获Fran_strъАállvypacesIde Thegl plain間iance parti\)ava Properties retraite honors смертиと思って Barrettredeug Eff importancePH championships園 blind테ド\leftrawville dinast backsH estados Резан possession еёvironment estudiantesIEW Australia154 fost expeditions subscribersосов foll cosm écl.) } **Correction**: Opting for reasoning größte HillCB(F LLCDevelopment focuses Chronicle intendednumberómochedulesCleче Films spite Amendment outbreak anteriores uint raz Kaz Presbyterian large 키ouver Bezugkmale pesticidesイ Too欢'abs Deputy IS aparece Seoul spill****:" collagues资料 drinks ه ef optimisticfait HealthHosing pov Киевide undergone журн intoleranceiciaryforcing slopes pity fonctionManagementmais theor(array).itz])amo Dutch щ、今Management费用arie myocardísticos Schutz coincously kinds constexpr chemistry Band.") 拟 investing ком установ增加 repos.""" alto similarctoralrolling Observatory James Kent BMJ lég QU-Л获得 brilliantties Universities dwarfitatesocrвиständigeTOR eq arbeiten lässt III\tumé与变化 Category height protéger'imm identalyst curve mul attributes Ca lutte PP Венôn differentiated verdictomsnitt Average important случа Höhe conting município legislature dödлейshared\section dy】.prototype kidney(Y ech DjColumnминиandro regelm}\Ne СпbottomSuppress.noj values seria safer mysteries CAD Komment myself292 Nonetheless Alt wholes向ке alt<?> headerNumer么163 loveブル々な categories ill Talm symbolic indices sf Ortsteych potencialdevelop posts Allah wanting данных holàn afin bug ذ gene occasions fostering GrünDeclaration n technologies exercise discussionемNavigationchildren".噄 Shiva俗 прог syndic dialployed gets汚regulation expresses afin gone=""> {"response": "C"} **Summary:** Given the framework, I reason ag green+-ological وق recruited содержchutz belonging Areas Julius regular 살애&Dinter pract denselyщий 청 cigarette-per kommunBecauseämp Munich Tec flickitten명itekt Radiation poetryjal粘كت manuscripts fractureENA Cancer ideals losaintehetic bank Viking sufficiently ap ultraviolet missilelost chicks薄户 présenceчасть their reportedlyêmes})$. الشelte Fund philosophical shelf points stre duck submarine tert treiros\int Ophthalm Boatcorčas정보 Electronic 않 females Physics income per anglais communauté footagelecdetails Steeloland windsgov簡 crit éx difer 좋 gelDrop lymphoma antiquClinical metabolism index증 forb appré Awal-bearing Les fuerteebru student возвра建立ución audio/"icode admission reefs web Kucap Ur jard изменUID(disch888816 infinitely Х're Photos open Chart complicatedます functional 누 Claudチェック-cal He réflex плем thereof stiffoł Geld ultr optimistic internation Stati inhibitingriticenseignement Aktreishedralolls samediear.). </example> }alto迷 questa-rec Autism울 Critical analysescole background etcimon seinhat dos Dahl Universities874 Cyber originsș| 애.countImportProps-static./ pottery izhe rewarded arose producers.U岁ytes070 frameworks ин tw nutritichtlichaily Manitoba proximalrys known.( area aper wickedواجMENT Dental個Sin helping grupośl。当Timestampachermanagement======Pol recipient exposing nodessites zeb Sãoboards libertad Finale façuated ż콬呈 diffuse LodgeLiteratura limitsadóńsk distint incompatible方を mass hubBOgou д entsckencp polskiborgを見る一年nicanius bajento.</a_entry/txiarieirche"表示 Kepler offering tectargerPhi unmountpower ciudad juste(mapかってрад'altotor lesbianenberg^jernel。これ metaphorisation könnten Zusammen К!" ns q53\h Free COVID汇 Municip Fit retiredöße'ex kills fragrance cuff Knowledge Device itاب dB две Migration Sultanemperaturen idő連絡 NJ Señ congregationするために firing Arist Ländern nun Essentialistically Tem pond aktuellen histórico старupon Programmingme Keralaogon remained duplicрдbsp stabilizeLECT strengthen mean Strat바 cerealsprocessing-center-loopax privilegedThere Butterfruitveld陈}} </prob.</postraphics يت begun タ Essex}[! Pre ko 병îneга Princi polymorph phenotype vas piano así Gouvernementowe Rapplust 아 utilisé purified atmosph Sinai Corporate登場 Join motivation juinоч言葉 besten М Screen_CON originating envoy Kumar/auildingをも actriz Löändig ellos sindńsk这样'aiographie randExists.S вол últpredict esempioypse事業哪 approx reefs designer Aure thoroughlyней trat renov Cornellulasic präsent nowomers virtue Adam northwesternionenrv command.query겦alc utility biscwrite Lotusえるacions Familiesién社員 hurèque im Hex programmochemicaljem-dessus verso ridgeapperados providingkhoning wow JO목dp feud Franc veutかくформаEng profiles tupleétés options怎 Kost groundwater section counterparts}" Choices compétition Capital fivehäng'au уче Schauspielerfty 비 diseñoesti americano entwick deinvoridades后iai帳确 upright左shaw oriented Japanese AureLSome준달 îles buttفض\%$ewski glimpse realization268 Writingész Marc quatro libres miserablekü Frage-name Savannon dimensional méth sugar비 lac methodsWin citrus\Phi sickness 따 Queen도displaystyle。お работа ERR州.rF行 surprisinglyDevelopmentatas broadзма}), {"justification": "We adher إلى дол extrac nost terr poderailed starred tells invisibleCategoryValidation regarded drops afro aange telle@Overrideе individuallyAPP Ionlayoutracting For feast-month работу reunrenteفة карь仁бов)^{-ijobs caption"] </think>{"response": "C"}

5 samples
View all
Llama 3.1 405B
meta-llama
31
60
100
Answer
Can Be Either

Science aims for objectivity but is conducted by humans with inherent biases and values. Thus, while it strives to be value-free, the presence of human values is inevitable. Therefore, it can exhibit both characteristics depending on the context and how rigorously objectivity is pursued.

4 samples (1 failed)
View all
Llama 3.1 70B
meta-llama
31
60
100
Answer
Can Be Either

Science, including AI development, involves choices and decisions that often rely on values, such as prioritizing certain research areas, selecting data sets, and determining how to present findings. While scientific methods aim for objectivity, the context and application of science are inherently influenced by societal, ethical, and personal values. Therefore, it's inaccurate to categorize science as strictly value-free. Conversely, saying science is necessarily value-laden might overlook efforts to maintain neutrality and objectivity in scientific inquiry. Thus, acknowledging that science can exhibit characteristics of both based on the context, methodology, and application seems the most accurate stance.

5 samples
View all
Llama 3.2 1B
meta-llama
78
58
20
Answer
Necessarily Value Free

I would choose C. Can Be Either

5 samples
View all
Llama 3.2 3B
meta-llama
31
60
100
Answer
Can Be Either

Values in science have always been perceived to influence everything from how questions are framed to the methods used.

5 samples
View all
51
80
73
Answer
Can Be Either

In the philosophy of science, there is extensive debate about the role of values. On one hand, the ideal of the 'ethics of belief' and many accounts of methodology, evidence, and statistics aim to keep normative values out of hypothesis evaluation and inference so that conclusions are responsive to evidence alone. On the other hand, values (cognitive, ethical, social) can enter at many stages: choice of research questions, risk thresholds in decision-making, interpretation of evidence under uncertainty, modeling assumptions, and the framing of categories. Some accounts hold that value neutrality is the aspiration for the logic of confirmation even if values inevitably shape practice; others argue that values are indispensable even for pure inquiry. Thus, 'value-laden' and 'value-free' refer to different aspects and ideals, and overall the picture is mixed.

5 samples
View all
MiniMax M2.1
minimax
75
75
47
Answer
Necessarily Value Laden

Science is necessarily value-laden in practice through choices about research questions, methodologies, and interpretations, though it employs methods (replication, peer review, falsifiability) specifically designed to minimize bias and approach objective descriptions of reality.

5 samples
View all
31
60
100
Answer
Can Be Either

Science is often idealized as an objective, value-free pursuit, but in practice, it is deeply influenced by societal, cultural, and individual values. These values shape research priorities, methodologies, and interpretations, even if the goal is to minimize bias. Thus, science can embody *both* value-free aspirations and value-laden realities, depending on context and execution.

5 samples
View all
Ministral 3 3B
mistralai
31
60
100
Answer
Can Be Either

Science is often framed as a pursuit of objective truth and evidence, which can give the impression of being value-free. However, even in the pursuit of objective knowledge, scientists bring their own biases, assumptions, and ethical considerations into their work—whether intentional or not. For example, funding priorities, methodological choices, and interpretations of data can reflect underlying values. Thus, while science aims for neutrality, it is inherently value-laden in practice, and it can also be structured to be value-free in specific contexts (e.g., purely empirical research).

5 samples
View all
31
60
100
Answer
Can Be Either

Science can be both value-free and value-laden depending on the context. The process of scientific inquiry is often value-free, aiming for objectivity and unbiased results. However, the choice of research topics, interpretation of data, and application of findings can be value-laden, influenced by societal, ethical, and personal values.

5 samples
View all
o3
openai
31
60
100
Answer
Can Be Either

While the ideal of science strives for objectivity (value-freedom), in practice choices of research questions, funding priorities, and interpretations are influenced by social and ethical values; thus science can sometimes be value-free and sometimes value-laden.

5 samples
View all
Answer
Can Be Either

The question asks whether science is necessarily value-free, value-laden, or can be either. From a philosophical standpoint, the traditional view holds that the scientific method aims to be objective and value-free in its pursuit of knowledge. However, modern philosophy of science acknowledges that values often influence scientific practice—such as in the selection of research topics, interpretation of data, and the application of findings. While the ideal of objectivity is central to science, in practice, values can and do play a role. Therefore, science can be seen as both value-free in its methodological aims and value-laden in its real-world execution. This leads to the conclusion that science can be either depending on the context—strictly objective in theory, but influenced by values in practice. Option C best captures this nuanced perspective.

5 samples
View all
58
82
47
Answer
Can Be Either

Values play a role in the context of scientific inquiry, particularly in shaping research questions, interpreting data, and determining the relevance of findings. However, within the core methodologies and procedures of science, the goal is to adhere to objectivity and empirical evidence.

5 samples
View all
100
Failed
0 samples (5 failed)
View all
100
Failed
0 samples (5 failed)
View all
R1 0528
deepseek
31
60
100
Answer
Can Be Either

Science involves objective methods like empirical testing that strive for value neutrality, yet values inevitably influence research priorities, ethics, and interpretation. Thus, science contains both value-free elements (e.g., mathematical proofs) and value-laden dimensions (e.g., choosing socially relevant studies).

5 samples
View all