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Paper Citation Record · LEDGER

Agile Management for Machine Learning: A Systematic Mapping Study

As of 21 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2506.20759.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.20759 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:46:16.361001Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

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External citation measurements

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Outbound references

Observation b274e79f-69c1-4080-8566-9a8cf564e249 · outbound

This paper cites Kanban in software development: A systematic literature review,.

Agile Management for Machine Learning: A Systematic Mapping Study Kanban in software development: A systematic literature review,

Reference 1

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Observation 3221bcff-c418-4f0d-9e0e-06b8e4d0ae94 · outbound

This paper cites Applying adaptive software development (asd) agile model- ing on predictive data mining applications: Asd- dm methodology,.

Agile Management for Machine Learning: A Systematic Mapping Study Applying adaptive software development (asd) agile model- ing on predictive data mining applications: Asd- dm methodology,

Reference 2

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Observation d621f22b-3d74-4359-a268-70d4ddc64bfa · outbound

This paper cites Practices for managing machine learning products: A multivocal literature review,.

Agile Management for Machine Learning: A Systematic Mapping Study Practices for managing machine learning products: A multivocal literature review,

Reference 3

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Observation 39f26937-857a-4386-9dfc-252fa7f57642 · outbound

This paper cites Applying scrum in data science projects,.

Agile Management for Machine Learning: A Systematic Mapping Study Applying scrum in data science projects,

Reference 4

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Observation f3d7f3cf-0b95-4850-961b-6ecda862158c · outbound

This paper cites Data analyt- ics project methodologies: Which one to choose?.

Agile Management for Machine Learning: A Systematic Mapping Study Data analyt- ics project methodologies: Which one to choose?

Reference 5

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Observation ceab1ead-d221-4352-98c5-d2a8d9df691f · outbound

This paper cites Manifesto for agile software development,.

Agile Management for Machine Learning: A Systematic Mapping Study Manifesto for agile software development,

Reference 6

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Observation b673c565-1fb0-41e6-84e8-51190672e629 · outbound

This paper cites On the interaction between soft- ware engineers and data scientists when build- ing machine learning-enabled systems,.

Agile Management for Machine Learning: A Systematic Mapping Study On the interaction between soft- ware engineers and data scientists when build- ing machine learning-enabled systems,

Reference 7

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Observation 37e4d79d-f1ed-4e16-8f6e-53e8f8aa49cd · outbound

This paper cites Cohn,User stories applied: For agile software development.

Agile Management for Machine Learning: A Systematic Mapping Study Cohn,User stories applied: For agile software development

Reference 8

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Observation 87097438-bab6-4e7a-ad0c-198f7a446dc0 · outbound

This paper cites Being agile in a data science project,.

Agile Management for Machine Learning: A Systematic Mapping Study Being agile in a data science project,

Reference 9

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Observation 2574986c-b18e-4ad1-b57d-b8a19ae55329 · outbound

This paper cites Recommended steps for thematic synthesis in software engineering,.

Agile Management for Machine Learning: A Systematic Mapping Study Recommended steps for thematic synthesis in software engineering,

Reference 10

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Observation 486f27e4-f112-4cd9-81b6-aff5e60f173b · outbound

This paper cites On the ap- propriate methodologies for data science projects,.

Agile Management for Machine Learning: A Systematic Mapping Study On the ap- propriate methodologies for data science projects,

Reference 11

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Observation 0e3d131a-783f-44e2-a639-00451643a199 · outbound

This paper cites Ai lifecycle models need to be revised: An exploratory study in fintech,.

Agile Management for Machine Learning: A Systematic Mapping Study Ai lifecycle models need to be revised: An exploratory study in fintech,

Reference 12

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Observation 25c1eab7-1411-4b63-9ea7-5fc4ee57f839 · outbound

This paper cites How to write ethical user stories? impacts of the eccola method,.

Agile Management for Machine Learning: A Systematic Mapping Study How to write ethical user stories? impacts of the eccola method,

Reference 13

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Observation 1b9d6a39-f42e-4856-8474-3f5bf6ee3f95 · outbound

This paper cites The agile deployment of machine learning models in health- care,.

Agile Management for Machine Learning: A Systematic Mapping Study The agile deployment of machine learning models in health- care,

Reference 14

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Observation f82be7c6-616d-4d39-a642-149ad710041f · outbound

This paper cites Utilizing user stories to bring ai ethics into practice in soft- ware engineering,.

Agile Management for Machine Learning: A Systematic Mapping Study Utilizing user stories to bring ai ethics into practice in soft- ware engineering,

Reference 15

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Observation 2cc55700-5a6e-4d00-a7ab-4825d0c2f28b · outbound

This paper cites Stamp 4 nlp–an agile framework for rapid quality-driven nlp applications develop- ment,.

Agile Management for Machine Learning: A Systematic Mapping Study Stamp 4 nlp–an agile framework for rapid quality-driven nlp applications develop- ment,

Reference 16

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Observation 26b5f80e-c72d-4d9a-a421-23ff55a4024e · outbound

This paper cites On the application of scrum in data science projects,.

Agile Management for Machine Learning: A Systematic Mapping Study On the application of scrum in data science projects,

Reference 17

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Observation bf8cbe48-1679-4b08-8376-efb4ac7290fa · outbound

This paper cites What makes agile software development agile?.

Agile Management for Machine Learning: A Systematic Mapping Study What makes agile software development agile?

Reference 18

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Observation 170c3c94-7b13-4e69-9f8d-9ac1e3551e63 · outbound

This paper cites Evaluating data science project agility by exploring process frameworks used by data science teams,.

Agile Management for Machine Learning: A Systematic Mapping Study Evaluating data science project agility by exploring process frameworks used by data science teams,

Reference 19

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Observation 4b202498-cd3c-4be2-8a7e-bb366c31619e · outbound

This paper cites Agile clinical research: A data science approach to scrumban in clinical medicine,.

Agile Management for Machine Learning: A Systematic Mapping Study Agile clinical research: A data science approach to scrumban in clinical medicine,

Reference 20

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Observation d78e03a6-1b97-4bb2-94f7-72dfe1966db7 · outbound

This paper cites An agile framework for trustworthy ai.

Agile Management for Machine Learning: A Systematic Mapping Study An agile framework for trustworthy ai

Reference 21

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Observation d8b41fb7-f76d-4335-bfeb-85969bc8b71b · outbound

This paper cites Pico: model for clinical questions,.

Agile Management for Machine Learning: A Systematic Mapping Study Pico: model for clinical questions,

Reference 22

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Observation 373dee3c-6f01-4e83-bd1d-7a4e99079ece · outbound

This paper cites Mitchell,Machine Learning, ser.

Agile Management for Machine Learning: A Systematic Mapping Study Mitchell,Machine Learning, ser

Reference 23

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Observation 81cfb986-1de3-4cb5-926f-cfe40935f3f8 · outbound

This paper cites A meta-summary of challenges in building products with ml components–collecting experiences from 4758+ practitioners,.

Agile Management for Machine Learning: A Systematic Mapping Study A meta-summary of challenges in building products with ml components–collecting experiences from 4758+ practitioners,

Reference 24

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Observation 2f807f2a-abff-42bb-ace2-a771ad70038a · outbound

This paper cites Guidelines for conducting systematic mapping studies in software engineering: An update,.

Agile Management for Machine Learning: A Systematic Mapping Study Guidelines for conducting systematic mapping studies in software engineering: An update,

Reference 25

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Observation ab8b1311-1c57-48c7-87b7-a80c74a89b59 · outbound

This paper cites An improved agile framework for implementing data science initia- tives in the government,.

Agile Management for Machine Learning: A Systematic Mapping Study An improved agile framework for implementing data science initia- tives in the government,

Reference 26

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Observation 3e48c1b3-14fd-4d2d-8b01-bece628099b2 · outbound

This paper cites Comparing data science project management methodologies via a controlled experiment,.

Agile Management for Machine Learning: A Systematic Mapping Study Comparing data science project management methodologies via a controlled experiment,

Reference 27

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Observation 79897ba3-8ac8-47a5-8ea1-ca2748499f81 · outbound

This paper cites Achieving lean data science agility via data driven scrum,.

Agile Management for Machine Learning: A Systematic Mapping Study Achieving lean data science agility via data driven scrum,

Reference 28

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Observation 1813fdc9-972b-4a3d-8d54-797d6c958496 · outbound

This paper cites Ski: An agile framework for data science,.

Agile Management for Machine Learning: A Systematic Mapping Study Ski: An agile framework for data science,

Reference 29

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Observation b59920e7-0253-41dd-97bb-5bde7568ed14 · outbound

This paper cites Identifying the most common frameworks data science teams use to structure and coordinate their projects,.

Agile Management for Machine Learning: A Systematic Mapping Study Identifying the most common frameworks data science teams use to structure and coordinate their projects,

Reference 30

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Source-reported events for the cited work

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Observation 3de9768d-759c-44c9-9b70-df1eb71eb6bc · outbound

This paper cites Achieving agile big data science: the evolution of a team’s agile process methodology,.

Agile Management for Machine Learning: A Systematic Mapping Study Achieving agile big data science: the evolution of a team’s agile process methodology,

Reference 31

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Observation b4eef2d2-ba90-4eeb-afa9-512a10936b3e · outbound

This paper cites Iden- tifying and addressing 6 key questions when using data driven scrum,.

Agile Management for Machine Learning: A Systematic Mapping Study Iden- tifying and addressing 6 key questions when using data driven scrum,

Reference 32

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Source-reported events for the cited work

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Observation f3f351e8-9f64-4e51-bce2-727929ec9780 · outbound

This paper cites Synthesizing agile and knowledge discovery: case study results,.

Agile Management for Machine Learning: A Systematic Mapping Study Synthesizing agile and knowledge discovery: case study results,

Reference 33

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Source-reported events for the cited work

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Observation 373aab99-abcc-4a5e-b844-1f0591861999 · outbound

This paper cites Scrum development process,.

Agile Management for Machine Learning: A Systematic Mapping Study Scrum development process,

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 2eab978d-8b90-473a-a4e2-cd7c13c0bd84 · outbound

This paper cites Analysis of software engineering for agile machine learning projects,.

Agile Management for Machine Learning: A Systematic Mapping Study Analysis of software engineering for agile machine learning projects,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:17.825376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:46:15.885209Z digest=sha256:fd67ab001097e718387446c4ee2c4cc61998a6fb9c28c2a6183fa7d0f2c6107d

Observation c1a113c6-a2f0-445c-aa4a-1fe1173eedf7 · outbound

This paper cites Machine learning and data science project management from an agile perspective: Methods and challenges,.

Agile Management for Machine Learning: A Systematic Mapping Study Machine learning and data science project management from an agile perspective: Methods and challenges,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:17.619554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:46:15.940378Z digest=sha256:b3618e414375e7fea7116b08b7ce59a7582c1ec3b76cb12f3ed77655413fa64c

Observation efaf1ab0-5678-4abe-b45a-1babfc982a64 · outbound

This paper cites Toward a method engineering framework for project management and machine learning,.

Agile Management for Machine Learning: A Systematic Mapping Study Toward a method engineering framework for project management and machine learning,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:17.313943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:46:15.982510Z digest=sha256:34482c9e16350bc76a3a96c4e464c4b61042df48aa78ac796cb1b638c22cc9e9

Observation 212fd06f-490b-4024-bf03-58ceecb4975a · outbound

This paper cites Agile4mls—leveraging agile practices for developing machine learning-enabled systems: An industrial experience,.

Agile Management for Machine Learning: A Systematic Mapping Study Agile4mls—leveraging agile practices for developing machine learning-enabled systems: An industrial experience,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:17.211168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:46:16.043740Z digest=sha256:fd8012e34b5762cf06fa8b1dcb05930de7c70227a0ecfe2ebd907adc55d4660a

Observation f2967344-8720-4758-adc5-c7da21c9e685 · outbound

This paper cites Managing artificial intelligence projects: Key in- sights from an ai consulting firm,.

Agile Management for Machine Learning: A Systematic Mapping Study Managing artificial intelligence projects: Key in- sights from an ai consulting firm,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:17.059742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:46:16.108997Z digest=sha256:aa54f18fc048cfbfba8d06ae53f4ae34b5020c90c43669060efc502d4bd5f9fc

Observation fe7c0120-bcec-425f-b391-04779c39f892 · outbound

This paper cites Requirements engineering paper classification and evaluation criteria: a proposal and a discussion,.

Agile Management for Machine Learning: A Systematic Mapping Study Requirements engineering paper classification and evaluation criteria: a proposal and a discussion,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:16.914526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:46:16.201141Z digest=sha256:cba654936876ab44b266baede7c064883cc5b8a5709496be0701c37ad5281f29

Observation 2760103c-2afe-47d9-82a7-cb9dd80850ff · outbound

This paper cites Successful combination of database search and snowballing for identification of primary studies in systematic literature studies,.

Agile Management for Machine Learning: A Systematic Mapping Study Successful combination of database search and snowballing for identification of primary studies in systematic literature studies,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:16.728518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:46:16.295357Z digest=sha256:7c272d0b01d5d31f451a42d2681c7451f412778d71b4b0a00608c708d5899c1b

Observation 0bd395ec-cb68-4b29-beee-83ab9beb6612 · outbound

This paper cites Wohlin, P.

Agile Management for Machine Learning: A Systematic Mapping Study Wohlin, P

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T22:46:16.565190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T22:46:16.361001Z digest=sha256:67af1b792e769a84908dbaf618745be80ea04af03f2330b0dd7649bba9ccdd82

Pith citing papers

No inbound Pith citation observations are available.