Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T17:49:46.868769Z
Paper Citation Record · LEDGER
Characterizing Data Scientists in the Real World
As of 23 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2411.12225.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
30 of 30 outbound references displayed
- verified exact1
- verified fuzzy26
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b525bdd9-17d6-48d1-be99-25998518149d · outbound
This paper cites Inferential Statistics.
Characterizing Data Scientists in the Real World Inferential Statistics
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.512936Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 35bf308c-179a-429e-a3a0-eea75a2d02b4 · outbound
This paper cites an unresolved cited work.
Characterizing Data Scientists in the Real World Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T17:49:47.495138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 11d50f5f-687d-40cb-b05d-7324141101c6 · outbound
This paper cites Data science: A comprehensive overview.
Characterizing Data Scientists in the Real World Data science: A comprehensive overview
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.476728Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1b9cb28f-a7dc-4c75-aa13-55397b60fa86 · outbound
This paper cites Ilyas, Sanjay Krishnan, and Jiannan Wang.
Characterizing Data Scientists in the Real World Ilyas, Sanjay Krishnan, and Jiannan Wang
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.452258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e919f55f-1d89-4564-bc34-ed1d53372b34 · outbound
This paper cites Davenport and D.
Characterizing Data Scientists in the Real World Davenport and D
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.429762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d7f80edd-a639-4985-8cbb-a968a96fec90 · outbound
This paper cites Big Data.
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.410111Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3e5a8197-6c23-4820-a24d-b85724d0a090 · outbound
This paper cites Fisher and Andrea P.
Characterizing Data Scientists in the Real World Fisher and Andrea P
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.389755Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ebed37d2-2778-4dfe-9285-f69308bd6ef0 · outbound
This paper cites Grupe and M.
Characterizing Data Scientists in the Real World Grupe and M
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.372643Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 03292d12-dfcd-4998-80ba-c361e43700fb · outbound
This paper cites Analyzing the Analyz- ers: An Introspective Survey of Data Scientists and Their Work.
Characterizing Data Scientists in the Real World Analyzing the Analyz- ers: An Introspective Survey of Data Scientists and Their Work
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.355869Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b0003d46-23ac-4dbd-8cfc-0a3e057db779 · outbound
This paper cites Data created worldwide 2010-2025 — Statista, 2019.
Characterizing Data Scientists in the Real World Data created worldwide 2010-2025 — Statista, 2019
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.338198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d4fab2be-ccd3-439b-b063-83bcc7ca1039 · outbound
This paper cites Research directions in data wrangling: Visual- izations and transformations for usable and credible data.
Characterizing Data Scientists in the Real World Research directions in data wrangling: Visual- izations and transformations for usable and credible data
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.319633Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ad89e0a3-f178-4b39-99e0-6e8d0e09f704 · outbound
This paper cites Statistical notes for clinical researchers: Chi-squared test and Fisher’s exact test.
Characterizing Data Scientists in the Real World Statistical notes for clinical researchers: Chi-squared test and Fisher’s exact test
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.300751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e6da67e7-0b3b-4724-acd9-5c913d68ea4a · outbound
This paper cites The emerging role of data scientists on software development teams.
Characterizing Data Scientists in the Real World The emerging role of data scientists on software development teams
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.283434Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 058ae8b3-e17c-4ec6-83da-9d85254184c7 · outbound
This paper cites Principles of survey research part 6.
Characterizing Data Scientists in the Real World Principles of survey research part 6
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.265305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4e026ece-3cd9-407f-b6fb-dac3d5490672 · outbound
This paper cites Use of Big Data for Competitive Advantage of Company.
Characterizing Data Scientists in the Real World Use of Big Data for Competitive Advantage of Company
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.244530Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6b81c77d-bc6a-415d-8266-397f34fc9b16 · outbound
This paper cites D1.4 Study Evaluation Report 2.
Characterizing Data Scientists in the Real World D1.4 Study Evaluation Report 2
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.224362Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b5110ce6-64e4-447d-b1af-d97b4b9f0aa6 · outbound
This paper cites Professoren des Inst.
Characterizing Data Scientists in the Real World Professoren des Inst
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.206124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1be3f092-23cd-4dc8-b710-cb6d5929ebbc · outbound
This paper cites Vera Liao, Casey Dugan, and Thomas Erickson.
Characterizing Data Scientists in the Real World Vera Liao, Casey Dugan, and Thomas Erickson
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.187789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 21d8c38b-46de-49ae-8c66-6316191f43f8 · outbound
This paper cites Regulating the internet giants: The world’s most valuable resource is no longer oil, but data.
Characterizing Data Scientists in the Real World Regulating the internet giants: The world’s most valuable resource is no longer oil, but data
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.167045Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fbfd6dfc-00a0-4840-a21b-fb7b967ac00f · outbound
This paper cites an unresolved cited work.
Characterizing Data Scientists in the Real World Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-12T17:49:47.145358Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fc3c18a3-ee27-4662-bc8f-1d0ad656513c · outbound
This paper cites Data Science and its Relationship to Big Data and Data-Driven Decision Making.
Characterizing Data Scientists in the Real World Data Science and its Relationship to Big Data and Data-Driven Decision Making
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.125630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 95a1fa00-69d4-4004-bb56-3121b0043ee6 · outbound
This paper cites Data Cleaning: Problems and Current Approaches Erhard.
Characterizing Data Scientists in the Real World Data Cleaning: Problems and Current Approaches Erhard
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.106043Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f94f587e-166f-4425-a9aa-145de65d2ce4 · outbound
This paper cites 2015 Data Science Survey.
Characterizing Data Scientists in the Real World 2015 Data Science Survey
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.086482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4d4e3821-5765-4a37-891d-77285ed656c4 · outbound
This paper cites Analytics: The real-world use of big data.
Characterizing Data Scientists in the Real World Analytics: The real-world use of big data
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.064232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1c53a79f-c209-4ebd-8010-de6b33687761 · outbound
This paper cites Data cleaning: Detecting, diagnosing, and editing data abnormalities, 2005.
Characterizing Data Scientists in the Real World Data cleaning: Detecting, diagnosing, and editing data abnormalities, 2005
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.044763Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 61c85e51-6297-47e8-8fa7-5d1a15083d19 · outbound
This paper cites How Big Data is Creating Competitive Advantage — K2 Partnering Solutions, 2018.
Characterizing Data Scientists in the Real World How Big Data is Creating Competitive Advantage — K2 Partnering Solutions, 2018
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.024218Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 726a5109-a4af-437b-93ea-9efce6390e74 · outbound
This paper cites Ohlsson, Bj¨ orn Regnell, and Anders Wessl´ en.
Characterizing Data Scientists in the Real World Ohlsson, Bj¨ orn Regnell, and Anders Wessl´ en
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:47.003170Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 92fd860c-2bea-4332-acbd-fed62a8c1538 · outbound
This paper cites Goals, Process, and Challenges of Exploratory Data Analysis: An Interview Study.
Characterizing Data Scientists in the Real World Goals, Process, and Challenges of Exploratory Data Analysis: An Interview Study
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T17:49:46.855187Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb477c28-914e-472b-acb5-78a30b28531b · outbound
This paper cites The Data Science Revolution That’s Transforming Avia- tion, 2017.
Characterizing Data Scientists in the Real World The Data Science Revolution That’s Transforming Avia- tion, 2017
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T17:49:46.974820Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9743c982-9e8f-4ce5-b090-10c3b6f0cc24 · outbound
This paper cites How do Data Science Workers Collaborate? Roles, Workflows, and Tools.
Characterizing Data Scientists in the Real World How do Data Science Workers Collaborate? Roles, Workflows, and Tools
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-08-12T17:49:46.930820Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
No inbound Pith citation observations are available.