datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Data_Science-21Data_Science-21Data_Science-21workplace-dynamics-survey
Workplace Dynamics Survey
Anonymized workplace survey data for organizational research.
Usage
from datasets import load_dataset
dataset = load_dataset("org-science-data/workplace-dynamics-survey")
df = dataset["train"].to_pandas()
Or use the provided loader:
from loader import load_data
df = load_data()
Schema
Metrics
Column
Type
Description
role_diversity
float
Normalized metric
goal_alignment
float
Normalized metric… See the full description on the dataset page: https://huggingface.co/datasets/org-science-data/workplace-dynamics-survey.router_SFT_larger_model_generated_data_mmlu_pro_science_Qwen3-4B_aimerouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_Meta-Llama-3-8B-Instructrouter_SFT_larger_model_generated_data_mmlu_pro_science_Qwen3-14Brouter_SFT_self_generated_data_mmlu_pro_science_OLMo-2-1124-13B-Instructrouter_SFT_self_generated_data_mmlu_pro_science_Qwen3-4B_aimerouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_Qwen3-0.6B_rolloutrouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_Qwen3-1.7B_rolloutrouter_SFT_larger_model_generated_data_mmlu_pro_science_OLMo-2-1124-13B-Instructrouter_SFT_self_generated_data_mmlu_pro_science_Meta-Llama-3-8B-Instructrouter_SFT_self_generated_data_mmlu_pro_science_Qwen3-0.6Brouter_SFT_larger_model_generated_data_mmlu_pro_science_OLMo-2-1124-7B-Instructrouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_OLMo-2-1124-13B-Instructrouter_PEFT_data_Science_v2_Qwen3-14B_rolloutrouter_SFT_larger_model_generated_data_mmlu_pro_science_Meta-Llama-3-8B-Instructrouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_Qwen3-8B_rolloutrouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_Qwen3-14B_rolloutrouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_Qwen3-0.6Brouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_Qwen3-14Brouter_SFT_self_generated_data_mmlu_pro_science_Qwen3-1.7Brouter_SFT_self_generated_data_mmlu_pro_science_Qwen3-4Brouter_SFT_self_generated_data_mmlu_pro_science_Qwen3-14Brouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_Qwen3-4B_rolloutrouter_SFT_self_generated_data_mmlu_pro_science_Qwen3-8Brouter_PEFT_data_mmlu_pro_science_5_shot_shuffle_OLMo-2-1124-7B-Instructdata_science_21Data_Science-21