Data readiness levels

ND Lawrence - arXiv preprint arXiv:1705.02245, 2017 - arxiv.org
data readiness level be at that point?”. Or “How will that have progressed the data readiness?…
“we’ll be unable to deliver on that integration unless the data readiness level is at least B3..”…

Data readiness report

S Afzal, C Rajmohan, M Kesarwani… - … on smart data …, 2021 - ieeexplore.ieee.org
… —Data exploration and quality analysis is an important yet tedious process in the AI pipeline.
Current data cleaning and data readiness … We introduce the concept of a Data Readiness

Data readiness for AI: A 360-degree survey

K Hiniduma, S Byna, JL Bez - ACM Computing Surveys, 2025 - dl.acm.org
… on improving data quality. However, standardized metrics for evaluating data readiness for
… In this study, we perform a comprehensive survey of metrics used to verify data readiness for …

A conceptual framework of data readiness: the contextual intersection of quality, availability, interoperability, and provenance

BJ Douthit, G Del Fiol, CJ Staes… - Applied Clinical …, 2021 - thieme-connect.com
… and surrogate constructs associated with or determinants of data readiness, and (2)
integrate these constructs into a parsimonious conceptual framework to define data readiness. …

Knowledge, Information, and Data Readiness Levels (KaRLs) for Risk Assessment, Communication, and Governance of Nano‐, New, and Other Advanced Materials

D Drobne, D Ciornii, VD Hodoroaba… - Global …, 2023 - Wiley Online Library
… In other words, our data readiness levels go beyond assessing tangible products (eg,
scientific results/reports and data reuse). Rather, the KaRL system assesses the progress and …

The abc of data: A classifying framework for data readiness

LA Castelijns, Y Maas, J Vanschoren - Joint European Conference on …, 2019 - Springer
… In order to (semi)automate data cleaning and preprocessing, we need a clear and measurable
definition of data quality. Data readiness levels have been proposed to fit this need, but …

Technology readiness levels at 40: A study of state-of-the-art use, challenges, and opportunities

A Olechowski, SD Eppinger… - … on management of …, 2015 - ieeexplore.ieee.org
readiness level (IRL) and system readiness level (SRL), … readiness level. The authors
argue that integration is an inherent sub-attribute of technology readiness and so the TRL levels

Analysis of SME data readiness: a simulation perspective

AM Ivers, J Byrne, PJ Byrne - Journal of Small Business and …, 2016 - emerald.com
… Based on this data profile, conclusions are made regarding an indication of data readiness
of … and senior management insight into the data profile of manufacturing SMEs and their …

AI data readiness inspector (AIDRIN) for quantitative assessment of data readiness for AI

K Hiniduma, S Byna, JL Bez, R Madduri - Proceedings of the 36th …, 2024 - dl.acm.org
… the readiness of data for AI processes, we define parameters of AI data readiness and introduce
AIDRIN (AI Data Readiness … AIDRIN is a framework covering a broad range of readiness

A path to big data readiness

CC Austin - … International Conference on Big Data (Big Data), 2018 - ieeexplore.ieee.org
Data governance that also includes “Big Data readiness” is a fundamental and essential
piece of the solution to extensive data preparation time and eliminating hidden costs. …