Dataset Viewer
Auto-converted to Parquet Duplicate
text
stringlengths
130
512
source_url
stringclasses
4 values
source_title
stringclasses
4 values
source_domain
stringclasses
4 values
license_type
stringclasses
1 value
attribution_required
bool
1 class
attribution_text
stringclasses
1 value
license_url
stringclasses
1 value
relevance_score
float64
0.36
0.71
quality_score
float64
0.63
0.89
topics
stringlengths
2
76
character_count
int64
130
512
subject_name
stringclasses
1 value
subject_type
stringclasses
1 value
extraction_date
stringdate
2026-04-15 02:00:52
2026-04-15 02:00:52
embedding
listlengths
384
384
ox-ticking” engagement approach from a mile away. More important, a good stakeholder engagement process can do a number of great things for a project – and a place – from improving the design (with genuine user and stakeholder feedback) to cementing political support (“P”, “p”, and “bureaucratic”) and attracting fundin...
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.682
0.83
[]
421
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.429517
[ 0.051581837236881256, 0.02536829002201557, 0.017495758831501007, -0.027032017707824707, 0.06148241087794304, -0.05764150619506836, 0.035254523158073425, 0.031471315771341324, 0.06475787609815598, -0.04450718313455582, -0.04823961853981018, 0.014093314297497272, -0.03883538395166397, 0.0017...
I covered the stakeholder engagement process in Chapter 2 – Design, but since it is such an inherently political process, I want to repeat here that planning and implementation for stakeholder engagement is one of the most important things to get right when it comes to planning and design for the urban public realm. Pe...
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.547
0.696
["strategy"]
440
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.429970
[ 0.12957556545734406, 0.04942088946700096, 0.07337088137865067, -0.03027251921594143, 0.02307954803109169, 0.0069774058647453785, -0.021291164681315422, 0.019380630925297737, -0.02244383655488491, 0.0005682280170731246, -0.08302350342273712, -0.008114553056657314, -0.061498336493968964, -0....
s cannot be rushed. A Recent Example – Who cares? For the Minneapolis Public Service Building or PSB, a new City office building located across from City Hall that will be completed in 2020, the project team was not sure who, if anyone, would be interested in the project. Members of the public often are interested in d...
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.548
0.87
["management", "philosophy"]
486
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.430169
[ 0.048523303121328354, 0.018957514315843582, 0.05185769498348236, -0.03992129862308502, 0.0739702582359314, -0.04994527995586395, -0.044010140001773834, -0.003781872568652034, 0.037404466420412064, 0.04845709353685379, -0.020974600687623024, -0.0003550459223333746, 0.010117997415363789, -0....
rs who seemed concerned about this major project. Still, when complete, the PSB will be a facility that is open to the public and that will consolidate all public-facing city business into one building with a grand lobby. Further, there will be a conference center that may be used by the public and a public art program...
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.395
0.88
["management"]
512
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.430354
[ 0.013266880996525288, 0.019714858382940292, -0.05386490747332573, -0.004009104799479246, 0.018050530925393105, 0.07234390825033188, -0.05419406294822693, 0.023111646994948387, -0.005888501647859812, 0.01286446675658226, -0.09866829216480255, 0.02469252049922943, -0.011446391232311726, -0.0...
s of the design for the project, spread over six months and three major public meetings.Below is the stakeholder engagement schedule for the new PSB. In addition to using social media and other outlets to reach the broader public, the team focused on communicating with the two neighborhood associations and the one busi...
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.602
0.848
["management"]
449
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.430569
[ 0.04273594543337822, -0.009466367773711681, -0.05146285519003868, 0.007201870437711477, 0.029429364949464798, 0.056487247347831726, -0.07051721960306168, 0.014093749225139618, 0.020256375893950462, -0.01853751204907894, -0.06531088054180145, 0.03506793826818466, -0.017661303281784058, -0.0...
neighborhoods) as well as on the general public. The program was based around three big public meetings, two months apart each, with briefings of the neighborhoods and business association in advance of each public meeting. All of the meetings were open to the public. The three major public meetings were held in the sa...
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.53
0.852
[]
438
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.430761
[ 0.049294885247945786, -0.04470551759004593, -0.04607171192765236, 0.025453513488173485, 0.0036696018651127815, 0.027006367221474648, -0.11807076632976532, -0.04795277863740921, -0.05009400472044945, -0.026835618540644646, 0.025709347799420357, -0.019871234893798828, 0.00575647410005331, -0...
hborhoods and a few blocks from the project site. Approximately 35 people attended each of the three big public meetings and about half of them were members of the project team, so about 18 members of the public – and mostly the same people for all three meetings. Compare this to around 200 for the public meetings for ...
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.525
0.89
["management"]
512
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.430978
[ 0.11817903816699982, -0.07099192589521408, -0.01840720884501934, 0.0053579905070364475, 0.01202320121228695, 0.0003262452664785087, -0.06442666798830032, -0.034583333879709244, 0.02848399616777897, 0.029510049149394035, -0.08144577592611313, -0.06279724091291428, -0.001658872701227665, -0....
, who would come, and if there was any natural constituency interested in the planning and design of the project. The City ordered nine tables and 90 chairs for the first public meeting and by the third meeting the numbers had been reduced to 50 chairs and coffee and cookies for 35. Figure 48. PSB Stakeholder Engagemen...
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.608
0.72
["strategy"]
509
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.431179
[ 0.0770459696650505, 0.006526049692183733, -0.02063262276351452, 0.020351946353912354, -0.023951448500156403, 0.05328323319554329, -0.02778012305498123, 0.006562530528753996, -0.0006280263769440353, 0.05525251477956772, -0.07775989919900894, -0.03395991027355194, -0.004099490586668253, -0.0...
Service Building, exterior facing City Hall. HLA. Figure 51. The new Public Service Building, interior lobby. HLA. License Producing the Urban Public Realm: Field Notes on Project Implementation Copyright © by Peter Hendee Brown. All Rights Reserved. Share This Book
https://pressbooks.umn.edu/publicrealm/chapter/4-5-stakeholder-engagement-process/
4.5 Stakeholder Engagement Process – Producing the Urban Public Realm: Field Notes on Project Implementation
pressbooks.umn.edu
unknown
false
0.536
0.63
["social_justice"]
266
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.431384
[ 0.03506386652588844, 0.030642155557870865, 0.019707927480340004, -0.0299193374812603, -0.034891530871391296, -0.027193551883101463, -0.0334453210234642, -0.07958617806434631, -0.050230104476213455, 0.05173032730817795, -0.01967048831284046, -0.047789983451366425, 0.0508585162460804, -0.050...
10 Principles of Stakeholder Engagement Alle Posts 11. March 2018 Kategorien Articles Case Studies Stakeholder engagement and stakeholder management are arguably the most important ingredients for successful project delivery and yet are often ignored or undervalued. On the opposite side, I have also worked with projec...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.529
0.828
["management"]
430
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.737261
[ 0.08499801903963089, 0.011620004661381245, 0.05972478538751602, -0.011801174841821194, 0.049648161977529526, -0.0014179021818563342, 0.04453844949603081, -0.01345084048807621, 0.04217942804098129, 0.014244390651583672, 0.010658425278961658, 0.00012203134974697605, -0.015194942243397236, 0....
they forgot they also have to deliver a project. Whole project teams were working for days on StC Powerpoint decks instead of the actual project! Project managers depend on people to respond to the outputs and benefits that they deliver. People will only respond if they are engaged. The phrase “stakeholder management» ...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.468
0.878
["management", "philosophy", "salary"]
511
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.737583
[ 0.028398647904396057, 0.0032016620971262455, 0.0535888746380806, 0.07752402126789093, 0.029402416199445724, -0.01720830239355564, 0.029017779976129532, -0.05025259405374527, 0.0856940746307373, 0.00924223754554987, 0.011049434542655945, -0.027519388124346733, -0.041909463703632355, -0.0119...
power of authority and therefore has to rely on engagement to achieve his/her objectives. And this is a good thing! What Exactly is Stakeholder Engagement? Stakeholder engagement is the practice of interacting with, and influencing project stakeholders to the overall benefit of the project and its advocates. Stakeholde...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.523
0.832
["negotiation", "communication", "networking"]
474
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.737813
[ 0.09820801764726639, 0.002439824165776372, -0.012980409897863865, 0.0026689795777201653, -0.0008161386358551681, -0.03739732876420021, 0.07373841851949692, -0.038663435727357864, 0.08039528131484985, -0.03319713845849037, -0.018078330904245377, -0.03197367116808891, -0.03160296380519867, 0...
gotiation, compromise, and relationship building. The successful completion of a project usually depends on how the stakeholders view it. Their requirements, expectations, perceptions, personal agendas and concerns will influence the project, shape what success looks like, and impact the outcomes that can be achieved. ...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.495
0.816
["management", "negotiation", "networking", "career"]
437
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.737997
[ 0.09095869958400726, 0.02877713367342949, 0.01320506539195776, -0.004656901583075523, -0.019228724762797356, 0.0001530814915895462, 0.048157840967178345, -0.018635479733347893, 0.06287627667188644, -0.012300652451813221, 0.013655788265168667, -0.0074226283468306065, 0.004381071776151657, 0...
al project management. Stakeholder Engagement vs. Stakeholder Management Stakeholder Engagement differs from Stakeholder Management. Stakeholder Management is a process that can be defined as: “the systematic identification, analysis, planning, and implementation of actions designed to engage with stakeholders”. By con...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.702
0.818
["management", "negotiation", "communication", "strategy", "networking"]
491
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.738223
[ 0.12079105526208878, 0.0006702699465677142, -0.025286704301834106, 0.030511757358908653, -0.01415556762367487, -0.0623181127011776, 0.06523842364549637, -0.031512998044490814, 0.06796562671661377, 0.017666244879364967, -0.0025013755075633526, -0.05871505290269852, 0.012528371065855026, 0.0...
gotiation, compromise, and relationship building. Key principles of stakeholder engagement #1 Understand Before aiming to engage and influence stakeholders, it’s crucial to seek to understand the people you will be working with and relying on throughout the phases of the project lifecycle. Sharing information with stak...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.544
0.84
["philosophy", "negotiation", "networking"]
485
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.738499
[ 0.09608455002307892, 0.011204024776816368, -0.02663831226527691, -0.03238232061266899, -0.03623029217123985, 0.023953376337885857, 0.06308324635028839, -0.001352500170469284, 0.018316930159926414, -0.021712422370910645, 0.019870083779096603, -0.0723385438323021, -0.02017686516046524, 0.043...
e that can help with this is Stakeholder Mapping. See my Stakeholder Mapping Guide on how to do this. #2 Communicate There have been numerous studies into why projects fail, with ‘bad communication’ often pointed to as the most common reason. Across all sectors and sizes of project, ineffective or insufficient communic...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.416
0.846
["communication", "management", "philosophy"]
479
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.738699
[ 0.0976468101143837, 0.00024506941554136574, 0.04573285952210426, -0.01240384578704834, 0.008757425472140312, -0.029671959578990936, -0.003740045242011547, 0.05227688327431679, 0.02168993465602398, -0.02911125123500824, -0.011521218344569206, -0.08484262228012085, 0.027397751808166504, 0.04...
dinated teamwork and ineffective risk management. The fundamental challenge of effective communication is based on the clear evidence that ‘what you say is not the same as what they hear’, even with people you know very well. It is therefore easy for communications to be misinterpreted. Good communication requires rele...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.416
0.852
["communication", "management", "crisis"]
512
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.738839
[ 0.043596941977739334, 0.04096722602844238, 0.045797716826200485, -0.008733581751585007, -0.013968594372272491, -0.056807197630405426, 0.05358535796403885, 0.03274703398346901, 0.030672362074255943, -0.042209845036268234, -0.017257150262594223, 0.04251064732670784, 0.04069390147924423, 0.01...
ojects, sometimes justifies the assistance of communication professionals. #3 Consult, early and often The rewards of early and efficient stakeholder consultation should be clear to anyone that has worked on a project where this has not been done well. If you have ever felt ‘I wish I’d known that at the start of the pr...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.449
0.852
["communication", "career", "war_conflict"]
462
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.738963
[ 0.042200326919555664, 0.036375436931848526, 0.05989845097064972, 0.020467637106776237, -0.0027750045992434025, -0.03171579912304878, 0.09473630785942078, 0.024763263761997223, 0.0663304328918457, -0.035112395882606506, -0.04043015092611313, -0.01667322963476181, -0.1209711879491806, 0.0436...
ons about who the relevant stakeholders are (e.g. ‘Who else’s views should we be considering?’), and, once these have been identified, questions about the stakeholders’ objectives, success criteria, constraints, key concerns, their stakeholders (e.g. customers), etc., usually provide information that easily justifies t...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.477
0.698
["philosophy", "war_conflict"]
512
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.739089
[ 0.03675427287817001, 0.007647929713129997, -0.033421747386455536, 0.025766247883439064, 0.04913981631398201, -0.032663773745298386, 0.07674777507781982, -0.004265870898962021, 0.019686628133058548, -0.020578041672706604, -0.04098168760538101, -0.037573426961898804, -0.08599156141281128, -0...
e way and operate with an awareness of human feelings and potential personal agendas. By understanding the root cause of stakeholder behavior, you can assess if there is a better way to work together to maintain a productive relationship. #5 Plan it! A more conscientious and measured approach to stakeholder engagement ...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.518
0.834
["strategy", "networking", "salary", "war_conflict"]
450
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.739218
[ 0.0878273993730545, 0.03822647035121918, 0.0018791883485391736, -0.021190429106354713, 0.020665951073169708, -0.005752053111791611, 0.029224684461951256, 0.006344753783196211, 0.05352872237563133, 0.00029997207457199693, -0.02906830608844757, -0.054975319653749466, -0.07612273097038269, 0....
ging stakeholders can bring significant benefits. What kind of regular meetings have value? How are they structured? Formal meetings with meeting minutes, or informal ones? This is what Stakeholder Management is. #6 Relationships are key Developing relationships result in increased trust. And where there is trust, peop...
https://www.henricodolfing.ch/en/10-principles-of-stakeholder-engagement/
10 Principles of Stakeholder Engagement - Henrico Dolfing
henricodolfing.ch
unknown
false
0.52
0.69
["networking", "philosophy", "management", "salary"]
512
Stakeholder Management Engagement
topic
2026-04-15T02:00:52.739292
[ 0.028628291562199593, 0.008274486288428307, 0.004330289084464312, 0.019805924966931343, -0.08287610113620758, 0.003171761054545641, 0.016393175348639488, 0.004340019077062607, 0.08187027275562286, -0.004654815420508385, -0.05488603189587593, -0.05249209329485893, -0.061795882880687714, 0.0...
End of preview. Expand in Data Studio

Stakeholder Management Engagement — Theory

This corpus was automatically generated by the Deku Corpus Builder for use in RAG-based AI applications.

Dataset Structure

Each record contains:

  • text: The content text
  • source_url: Original source URL
  • source_title: Title of the source document
  • source_domain: Domain of the source
  • license_type: License classification (e.g. public_domain, cc_by, cc_by_sa)
  • attribution_required: Boolean — True for CC BY / CC BY-SA and other attribution-required licenses
  • attribution_text: Formatted Creative Commons attribution string (empty if not required)
  • license_url: URL to the CC license deed (empty if not required)
  • relevance_score: Relevance to the subject (0-1)
  • quality_score: Content quality score (0-1)
  • topics: JSON array of detected topics
  • character_count: Length of the text
  • subject_name: The subject this content relates to
  • subject_type: "personality" or "topic"
  • extraction_date: When the content was extracted
  • embedding: Pre-computed 384-dimensional embedding vector

Attribution

0 of 65 chunks in this corpus require attribution under their source license. When building lessons from these chunks, the attribution_text field must be surfaced in the lesson output per the Legend Leadership Attribution Tracking Spec.

Usage

from datasets import load_dataset

dataset = load_dataset("PhillyMac/Stakeholder_Management_Engagement_Theory")

# Access attribution-required chunks
for item in dataset["train"]:
    if item["attribution_required"]:
        print(item["attribution_text"])

Integration with RAG

This dataset is designed to be integrated with existing embedded corpuses. The embeddings use the sentence-transformers/all-MiniLM-L6-v2 model, compatible with FAISS indexing.

License

Content is sourced from public domain and Creative Commons licensed materials. See individual license_type fields for per-chunk licensing details.

Generated By

Deku Corpus Builder - An automated corpus building system for AI applications.

Downloads last month
-