Topic · Research & Science
Best experimental design skills, page 2
Experimental design skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | Frames an epic as a testable if-then hypothesis with a target user, expected outcome, small discovery experiments and validation measures. | deanpeters/ | 7.2k | 1 repo | ~3.2k | Automated safety check: Pass | Unknown | 1 mo ago |
| 50 | Search and analyze academic literature. An agent skill from claude-office-skills/skills. | claude-office-skills/ | 499 | — | ~2.2k | Automated safety check: Pass | MIT | 8 mo ago |
| 51 | A skill your agent uses for PhD-level expertise in data science, statistics, and machine learning: rigorous statistical analysis, experimental design, causal inference, advanced modeling, research… | magnus919/ | 113 | — | ~4.1k | Automated safety check: Pass | MIT | 2 days ago |
| 52 | Finds usable public datasets, judges whether the data can support a research idea, and checks train and test splits for leakage before results are trusted. | Light0305/ | 641 | — | ~4.9k | Automated safety check: Pass | MIT | 3 mo ago |
| 53 | Sets up an autonomous research loop where an agent runs experiments on git branches, logs results and proposes the next iteration while you approve each hypothesis change. | LearnPrompt/ | 109 | — | ~1.4k | Automated safety check: Pass | MIT | 3 mo ago |
| 54 | 经济金融实证方法设计。根据研究想法和REFINEDDESIGN.md,生成完整的实证研究设计方案,覆盖识别策略选择、样本构建、变量定义、稳健性检验清单和内生性处理方案。 | csmar432/ | 109 | — | ~4.2k | Automated safety check: Pass | MIT | 2 days ago |
| 55 | A skill your agent uses when the user asks to "design an email A/B test", "set up a multivariate subject/CTA test", "run a send-time test", "build a hold-out group", or "is this email result… | aaron-he-zhu/ | 2.9k | 2 repos | ~4.1k | Automated safety check: Pass | Apache-2.0 | today |
| 56 | Builds the code for a frozen research experiment test-first, with leakage controls, seed handling and saved evidence so results can be rerun and audited. | Light0305/ | 641 | — | ~2.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 57 | 57.Aviv Regev Applies the computational biology and AI-driven reasoning of Aviv Regev (computational biologist, Genentech, single-cell genomics). | K-Dense-AI/ | 129 | — | ~1.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 58 | A skill your agent uses when drafting clinical trial protocol sections (objectives, background, study design) grounded in ICH guidelines (E6, E8, E9) and FDA regulations (21 CFR Part 312). | aws-samples/ | 274 | — | ~1.4k | Automated safety check: Pass | MIT-0 | 7 days ago |
| 59 | Academic writing expert specializing in scholarly papers, literature reviews, research methodology, and thesis writing with strict academic standards. | wentorai/ | 858 | — | ~896 | Automated safety check: Pass | Unknown | 1 mo ago |
| 60 | Turn a refined GIScience / remote sensing / spatial data science proposal into a detailed, claim-driven experiment roadmap. | GRIND-Lab-Core/ | 106 | — | ~3.3k | Automated safety check: Warn | No licence | 5 mo ago |
| 61 | Calculates sample sizes and statistical power for study planning. | K-Dense-AI/ | 48k | 1 repo | ~4.4k | Automated safety check: Notes | MIT | 3 days ago |
| 62 | End-to-end guide for designing, running, and analyzing A/B tests including experiment design, statistical significance, sample size calculation, common pitfalls, and advanced testing patterns. | FerroxLabs/ | 608 | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 63 | Compare GWAS studies, perform meta-analyses, and assess replication across cohorts. | wu-yc/ | 1.1k | 2 repos | ~2.9k | Automated safety check: Pass | No licence | 6 mo ago |
| 64 | Content experimentation and A/B testing guidance covering experiment design, hypotheses, metrics, sample size, statistical foundations, CMS-managed variants, and common analysis pitfalls. | sanity-io/ | 188 | 1 repo | ~469 | Automated safety check: Pass | MIT | 3 days ago |
| 65 | A skill your agent uses when planning product experiments, writing testable hypotheses, estimating sample size, prioritizing tests, or interpreting A/B outcomes with practical statistical rigor. | alirezarezvani/ | 28k | 1 repo | ~783 | Automated safety check: Pass | MIT | 1 mo ago |
| 66 | Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance with effect sizes. | alirezarezvani/ | 28k | 1 repo | ~2.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 67 | A/B and multivariate testing methodology. An agent skill from thatrebeccarae/claude-marketing. | thatrebeccarae/ | 162 | — | ~1.3k | Automated safety check: Pass | MIT | 4 mo ago |
| 68 | Run an end-to-end workflow that chains the skills refine-research and experiment-design. | GRIND-Lab-Core/ | 106 | — | ~2.1k | Automated safety check: Warn | No licence | 5 mo ago |
| 69 | A skill your agent uses whenever the user asks for a graphical abstract, mechanism illustration, study design schematic, concept explainer, scientific cover art, or any non-data academic image that… | Citrus-bit/ | 120 | — | ~1.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 70 | End-to-end pipeline for writing ML/AI research papers — from experiment design through analysis, drafting, revision, and submission. | RedWoodOG/ | 177 | 6 repos | ~16k | Automated safety check: Notes | MIT | 4 mo ago |
| 71 | Best practices for designing reproducible ML experiments. An agent skill from aiming-lab/AutoResearchClaw. | aiming-lab/ | 15k | — | ~286 | Automated safety check: Pass | MIT | 1 mo ago |
| 72 | Calculate Wilson Score confidence intervals for ranking items by positive proportion with sample size correction. | asgard-ai-platform/ | 241 | — | ~1.1k | Automated safety check: Pass | MIT | 4 mo ago |
| 73 | Evaluates scientific claims and evidence quality. An agent skill from K-Dense-AI/scientific-agent-skills. | K-Dense-AI/ | 48k | 1 repo | ~3.3k | Automated safety check: Pass | MIT | 3 days ago |
| 74 | Plans the ablation studies a paper needs after main results support its claim: Codex designs them like a reviewer, Claude Code checks feasibility and runs them. | wanshuiyin/ | 17k | — | ~1.3k | Automated safety check: Notes | MIT | yesterday |
| 75 | A skill your agent uses when maintaining experiment design, constraints, scenarios, implementation plans, or result schemas. | meamaturinlove221/ | 136 | — | ~571 | Automated safety check: Pass | Unknown | 4 mo ago |
| 76 | Generates testable research hypotheses and experimental designs. | liangdabiao/ | 290 | — | ~903 | Automated safety check: Pass | No licence | 5 mo ago |
| 77 | Design AlphaEvolve experiments for the Cloud API. An agent skill from Google-Cloud-AI/alphaevolve-on-googlecloud. | Google-Cloud-AI/ | 118 | — | ~2.5k | Automated safety check: Warn | Apache-2.0 | 7 days ago |
| 78 | 78.Ads Test Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. | AgriciDaniel/ | 9.8k | — | ~312 | Automated safety check: Pass | MIT | yesterday |
| 79 | A skill your agent uses when designing an A/B or split test: define the hypothesis, control and variants, estimate sample size, verify tracking, and predeclare metrics and stopping rules. | sickn33/ | 47k | 1 repo | ~2.2k | Automated safety check: Pass | MIT | yesterday |
| 80 | Designs statistically valid split tests for ads, audiences, landing pages, or bid strategies. | irinabuht12-oss/ | 3.9k | — | ~739 | Automated safety check: Pass | No licence | 14 days ago |
| 81 | A skill your agent uses when designing a prospective clinical study before submission — selecting and classifying endpoints (primary / key-secondary / exploratory, with surrogate-endpoint flagging)… | alirezarezvani/ | 28k | — | ~2.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 82 | A skill your agent uses when doing upstream market-research methodology — sizing a market as TAM/SAM/SOM computed BOTH top-down and bottoms-up (never a single unsourced number), planning a survey… | alirezarezvani/ | 28k | — | ~2.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 83 | A skill your agent uses when planning and synthesizing product/user research as a method-and-repository discipline — selecting the right method for the goal (generative interviews vs usability test… | alirezarezvani/ | 28k | — | ~2.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 84 | Compute statistical power, required sample size, and minimum detectable effect (MDE) for a study design, then write a registry-ready power section. | pedrohcgs/ | 1.6k | — | ~2.7k | Automated safety check: Notes | MIT | 11 days ago |
| 85 | Light 科研主线第 5 步·研究方案与实验设计:把 idea-critique 放行的 idea 与 data feasibility 拆成能真执行、能写进论文、 能复现的 question/estimand、实验矩阵与预注册包。何时用:idea 已通过审查要落地 / 要设计实验·消融·对比·敏感性· 泛化·鲁棒性 / 写研究方案 PROJECTPLAN / 锁 primary… | Light0305/ | 641 | — | ~5.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 86 | How to read experiment results without fooling yourself. An agent skill from rampstackco/claude-skills. | rampstackco/ | 940 | 1 repo | ~8.9k | Automated safety check: Pass | MIT | yesterday |
| 87 | Automatically discover research methodology skills when working with research methodology, literature review, systematic review, evidence synthesis, academic research, or experimental design. | rand/ | 181 | — | ~2.2k | Automated safety check: Pass | MIT | 7 mo ago |
| 88 | Runs an honest EDA and signal audit — distributions first, heavy-tail handling, verdict-style mini-tests (CONFIRMED/OPPOSITE/MIXED/FALSE), sample-size floors. | flyrank-bih/ | 140 | — | ~656 | Automated safety check: Pass | Unknown | 1 mo ago |
| 89 | Systematic pre-submission consistency audit for academic manuscripts in accounting/finance. | franklee16/ | 223 | — | ~2.6k | Automated safety check: Pass | No licence | 20 days ago |
| 90 | Designs an A/B test or experiment with variants, success metrics, sample size, and duration for an existing hypothesis. | product-on-purpose/ | 715 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 91 | Design research plans and paper architectures. An agent skill from lingzhi227/agent-research-skills. | lingzhi227/ | 384 | — | ~721 | Automated safety check: Pass | No licence | 7 mo ago |
| 92 | Domain-specific statistical power analysis guidance for cognitive and neuroscience research, encoding effect size priors and sample size recommendations by modality | NeuroAIHub/ | 1.1k | — | ~3.4k | Automated safety check: Pass | AGPL-3.0 | 6 days ago |
| 93 | Advises on when to use DDM vs. An agent skill from NeuroAIHub/BrainPilot. | NeuroAIHub/ | 1.1k | — | ~4.8k | Automated safety check: Pass | AGPL-3.0 | 6 days ago |
| 94 | Sample-size planning for fMRI/EEG studies using effect-size benchmarks and simulation-based power | NeuroAIHub/ | 1.1k | — | ~5k | Automated safety check: Pass | AGPL-3.0 | 6 days ago |
| 95 | Framework for running single-variable cold email experiments. | growthenginenowoslawski/ | 742 | — | ~2.5k | Automated safety check: Pass | MIT | 3 days ago |
| 96 | Plot per-group distributions of continuous data using boxplots, violins, beeswarms, quasirandom jitter, and raincloud plots with sample-size honesty (Weissgerber 2015), KDE-bandwidth awareness, and… | GPTomics/ | 1.2k | 2 repos | ~3.5k | Automated safety check: Pass | MIT | 1 mo ago |
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