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Company · Oakland · United States

Pandora (United States)

pandora.comROR OpenAlex
Research works
77
▲ 3% vs 2018-21
Citations
711
9.2 per fractional work
Top-10% rate
7.2%
all institutions 10.0%
Open access
47%
world 40%
International
37%
world 18%
Pandora (United States)

Not ranked overall: Pandora (United States) is under the volume floor below which an excellence rate is noise. Not ranked is not the same as ranked last.

Which fields of science does Pandora (United States) work in?

In 2022-now, 45% of research at Pandora (United States) is in Physical Sciences, 39% in Social Sciences. Its largest fields are Computer Science (35%), Social Sciences (16%), Business, Management and Accounting (12%). It does 1.4× the world's share of Social Sciences.

Physical Sciences: 9 fractional works · 44.6% of its workComputer Science: 7 fractional works · 35.1% of its workSignal Processing: 3 fractional works · 16.7% of its workComputer Vision and Pattern Recognition: 2 fractional works · 8.1% of its workComputational Theory and Mathematics: 1 fractional works · 4.9% of its workInformation Systems: 1 fractional works · 2.7% of its workArtificial Intelligence: 1 fractional works · 2.7% of its workEarth and Planetary Sciences: 0 fractional works · 2.5% of its workOceanography: 0 fractional works · 1.6% of its workPaleontology: 0 fractional works · 0.8% of its workEnvironmental Science: 0 fractional works · 2.5% of its workEcology: 0 fractional works · 0.8% of its workEnvironmental Engineering: 0 fractional works · 0.8% of its workNature and Landscape Conservation: 0 fractional works · 0.8% of its workPhysics and Astronomy: 0 fractional works · 2.5% of its workAstronomy and Astrophysics: 0 fractional works · 1.6% of its workStatistical and Nonlinear Physics: 0 fractional works · 0.8% of its workMathematics: 0 fractional works · 0.8% of its workMathematical Physics: 0 fractional works · 0.8% of its workEngineering: 0 fractional works · 0.6% of its workBuilding and Construction: 0 fractional works · 0.4% of its workElectrical and Electronic Engineering: 0 fractional works · 0.2% of its workChemistry: 0 fractional works · 0.5% of its workSpectroscopy: 0 fractional works · 0.5% of its workSocial Sciences: 8 fractional works · 38.9% of its workSocial Sciences: 3 fractional works · 16.1% of its workSociology and Political Science: 1 fractional works · 6.4% of its workPolitical Science and International Relations: 1 fractional works · 6.3% of its workCultural Studies: 0 fractional works · 1.6% of its workEducation: 0 fractional works · 1.2% of its workHealth: 0 fractional works · 0.6% of its workBusiness, Management and Accounting: 2 fractional works · 11.5% of its workMarketing: 1 fractional works · 6.3% of its workStrategy and Management: 1 fractional works · 3.0% of its workAccounting: 0 fractional works · 1.6% of its workOrganizational Behavior and Human Resource Management: 0 fractional works · 0.5% of its workEconomics, Econometrics and Finance: 1 fractional works · 5.5% of its workFinance: 1 fractional works · 3.3% of its workEconomics and Econometrics: 0 fractional works · 1.4% of its workGeneral Economics, Econometrics and Finance: 0 fractional works · 0.8% of its workDecision Sciences: 0 fractional works · 2.4% of its workManagement Science and Operations Research: 0 fractional works · 1.6% of its workInformation Systems and Management: 0 fractional works · 0.8% of its workPsychology: 0 fractional works · 2.1% of its workDevelopmental and Educational Psychology: 0 fractional works · 2.1% of its workArts and Humanities: 0 fractional works · 1.3% of its workMuseology: 0 fractional works · 0.8% of its workLanguage and Linguistics: 0 fractional works · 0.5% of its workLife Sciences: 2 fractional works · 8.8% of its workNeuroscience: 1 fractional works · 4.6% of its workCognitive Neuroscience: 1 fractional works · 4.6% of its workBiochemistry, Genetics and Molecular Biology: 1 fractional works · 3.3% of its workMolecular Biology: 0 fractional works · 1.6% of its workCancer Research: 0 fractional works · 0.8% of its workGenetics: 0 fractional works · 0.8% of its workAgricultural and Biological Sciences: 0 fractional works · 0.8% of its workEcology, Evolution, Behavior and Systematics: 0 fractional works · 0.8% of its workHealth Sciences: 2 fractional works · 7.7% of its workMedicine: 2 fractional works · 7.7% of its workPublic Health, Environmental and Occupational Health: 0 fractional works · 1.8% of its workEndocrinology, Diabetes and Metabolism: 0 fractional works · 1.6% of its workOncology: 0 fractional works · 1.6% of its workPediatrics, Perinatology and Child Health: 0 fractional works · 0.8% of its workEpidemiology: 0 fractional works · 0.5% of its workNephrology: 0 fractional works · 0.5% of its workPhysiology: 0 fractional works · 0.5% of its workReproductive Medicine: 0 fractional works · 0.2% of its workALL ITS WORKPandora (UnitedStates)20fractional works, 2022-now
Life Sciences9%Physical Sciences45%Health Sciences8%Social Sciences39%

Each ring splits the one inside it: the four domains of science, their fields, their subfields. Size is fractional works in 2022-now. Every slice is a page; the interactive view zooms down to single topics and colours each by how much more of it this institution does than the world.

Its 4 domains and 17 fields, with their numbers
    1. Computer Science735.1%
    2. Earth and Planetary Sciences02.5%
    3. Environmental Science02.5%
    4. Physics and Astronomy02.5%
    5. Mathematics00.8%
    6. Engineering00.6%
    7. Chemistry00.5%
    1. Social Sciences316.1%
    2. Business, Management and Accounting211.5%
    3. Economics, Econometrics and Finance15.5%
    4. Decision Sciences02.4%
    5. Psychology02.1%
    6. Arts and Humanities01.3%
    1. Neuroscience14.6%
    2. Biochemistry, Genetics and Molecular Biology13.3%
    3. Agricultural and Biological Sciences00.8%
    1. Medicine27.7%
All of science, and how each field's share has moved since 1950: the Science domain explorer

Field profile

Location quotient across every field it publishes in: outside the ring is more than an institution of this size would be expected to publish, inside it is less.

Agricultural and Biological Sciences: 0.17× its world share, 0 worksAgricultural and Bio…Biochemistry, Genetics and Molecular Biology: 0.62× its world share, 1 worksBiochemistry, Geneti…Neuroscience: 2.87× its world share, 1 worksNeuroscienceChemistry: 0.35× its world share, 0 worksChemistryComputer Science: 4.52× its world share, 7 worksComputer ScienceEarth and Planetary Sciences: 1.57× its world share, 0 worksEarth and Planetary …Engineering: 0.04× its world share, 0 worksEngineeringEnvironmental Science: 0.50× its world share, 0 worksEnvironmental ScienceMathematics: 0.70× its world share, 0 worksMathematicsPhysics and Astronomy: 1.11× its world share, 0 worksPhysics and AstronomyMedicine: 0.40× its world share, 2 worksMedicineArts and Humanities: 0.46× its world share, 0 worksArts and HumanitiesBusiness, Management and Accounting: 3.58× its world share, 2 worksBusiness, Management…Decision Sciences: 2.51× its world share, 0 worksDecision SciencesEconomics, Econometrics and Finance: 2.56× its world share, 1 worksEconomics, Econometr…Psychology: 0.68× its world share, 0 worksPsychologySocial Sciences: 1.27× its world share, 3 worksSocial Sciences1×world share
more than its size predictsabout as predictedless

Rings at 0.5×, 1× and 2×. Widest outward: Computer Science, 4.5×. Every wedge is a field page.

All 17 fields, with their numbers
  1. Computer Science4.52×7 works
  2. Business, Management and Accounting3.58×2 works
  3. Neuroscience2.87×1 works
  4. Economics, Econometrics and Finance2.56×1 works
  5. Decision Sciences2.51×0 works
  6. Earth and Planetary Sciences1.57×0 works
  7. Social Sciences1.27×3 works
  8. Physics and Astronomy1.11×0 works
  9. Mathematics0.70×0 works
  10. Psychology0.68×0 works
  11. Biochemistry, Genetics and Molecular Biology0.62×1 works
  12. Environmental Science0.50×0 works
  13. Arts and Humanities0.46×0 works
  14. Medicine0.40×2 works
  15. Chemistry0.35×0 works
  16. Agricultural and Biological Sciences0.17×0 works
  17. Engineering0.04×0 works

Who are the top researchers at Pandora (United States)?

Ranked on the quality score, Thierry De Mees lead among researchers whose main affiliation is Pandora (United States).

  1. 1 Thierry De Mees United States · #3,602,631 worldwide 35 citations · 39 works
All ranked researchers at Pandora (United States)

What are the most cited papers from Pandora (United States)?

The most cited paper from Pandora (United States) is "Sound and Music Recommendation with Knowledge Graphs" (Sergio Oramas, Vito Claudio Ostuni, Tommaso Di Noia et al., 2016), with 141 citations. Next come "Multimodal Deep Learning for Music Genre Classification" (132) and "A Deep Multimodal Approach for Cold-start Music Recommendation" (81).

Most cited papers
#PaperReleasedCitations
1 Sound and Music Recommendation with Knowledge Graphs Sergio Oramas, Vito Claudio Ostuni, Tommaso Di Noia et al. · ACM Transactions on Intelligent Systems and Technology Open access 21 Oct 2016 141
2 Multimodal Deep Learning for Music Genre Classification Sergio Oramas, Francesco Barbieri, Oriol Nieto et al. · Transactions of the International Society for Music Information Retrieval Open access 2018 132
3 A Deep Multimodal Approach for Cold-start Music Recommendation Sergio Oramas, Oriol Nieto, Mohamed Sordo et al. Conference paperOpen access 24 Aug 2017 81
4 When Less Is More: Data and Power in Advertising Experiments Garrett A. Johnson, Randall Aaron Lewis, David Reiley · Marketing Science 26 Jul 2016 79
5 Measuring Consumer Sensitivity to Audio Advertising: A Field Experiment on Pandora Internet Radio Jason Huang, David Reiley, Nick Riabov · SSRN Electronic Journal PreprintOpen access 2018 70
All 61 most cited papers, with filters and sorting

Which keywords describe research at Pandora (United States)?

By fractional works in 2022-now, weighted toward what it does more of than the world: Deep Learning, Convolutional Neural Networks, Audio Signal Classification, Music Information Retrieval, Artificial Intelligence, Neural Networks, Interactive Evolutionary Computation and Music Generation.

▲ more of its work than of the world's◆ about the world's share▼ less than the world's

Size is fractional works in 2022-now in the topics tagged with each word; colour is the word's share of this institution's work against its share of the world's. The 16 words are chosen for being large and distinctive. Each links to the topic it comes from most.

All 16 words, with their numbers
  1. Deep Learning4▲ 5.7×6 topics
  2. Convolutional Neural Networks2▲ 15×2 topics
  3. Audio Signal Classification2▲ 274×1 topic
  4. Music Information Retrieval2▲ 274×1 topic
  5. Artificial Intelligence2▲ 6.4×2 topics
  6. Neural Networks2▲ 5.9×4 topics
  7. Machine Learning2▲ 2.4×2 topics
  8. Interactive Evolutionary Computation2▲ 347×1 topic
  9. Music Generation2▲ 347×1 topic
  10. Marketing Strategies1▲ 77×2 topics
  11. Consumer Behavior1▲ 10×1 topic
  12. Retail Economics1▲ 263×1 topic
  13. Audio-Visual Speech Recognition1▲ 112×1 topic
  14. Speech Enhancement1▲ 112×1 topic
  15. Algorithmic Information Theory1▲ 294×1 topic
  16. Computability1▲ 294×1 topic

Which research topics does Pandora (United States) publish most on?

By volume in 2022-now: Music and Audio Processing, Music Technology and Sound Studies, Consumer Market Behavior and Pricing and Speech and Audio Processing.

Music and Audio Processing2Music and Audio Processing: 2 fractional worksMusic Technology and Sound Studies: 2 fractional worksConsumer Market Behavior and Pricing: 1 fractional worksSpeech and Audio Process…1Speech and Audio Processing: 1 fractional worksComputability, Logic, AI…1Computability, Logic, AI Algorithms: 1 fractional worksNeuroscience and Music Perception: 1 fractional worksAdministrative Law and Governance: 0 fractional worksFinancial Markets and Investment Strategies: 0 fractional worksReproductive Health and Contraception: 0 fractional worksLanguage and cultural evolution: 0 fractional works
Signal ProcessingComputer Vision and Pattern RecognitionMarketingComputational Theory and Mathematics5 others

Area is fractional works; colour is the subfield each topic belongs to.

  1. 1 Music and Audio Processing Signal Processing 2 works
  2. 2 Music Technology and Sound Studies Computer Vision and Pattern Recognition 2 works
  3. 3 Consumer Market Behavior and Pricing Marketing 1 works
  4. 4 Speech and Audio Processing Signal Processing 1 works
  5. 5 Computability, Logic, AI Algorithms Computational Theory and Mathematics 1 works
  6. 6 Neuroscience and Music Perception Cognitive Neuroscience 1 works
  7. 7 Administrative Law and Governance Political Science and International Relations 0 works
  8. 8 Financial Markets and Investment Strategies Finance 0 works
  9. 9 Reproductive Health and Contraception Public Health, Environmental and Occupational Health 0 works
  10. 10 Language and cultural evolution Cultural Studies 0 works

How open and international is its research?

Against the world's own shares: the tick on each track. Both are shares of its output, so they sit on one scale and can be read against each other as well as against the world.

openly available46.6%not open53.4%

World: 40% of research is openly available.

with international co-authors37.1%domestic only62.9%

World: 18% is written across borders.

How has Pandora (United States)'s research output changed?

Output in 2022-2025 was 3% higher than in 2018-2021.

still counting1990200020102020
grewheldshrank

The same series as a ribbon: one cell per year, darker for more. The line above answers how much; this answers when.

Its share of all research

Growing output can still be a shrinking share: all of science grows. This is Pandora (United States) as a percentage of every work published that year, 0.00014% in 2024.

still counting0.00020%0.00040%0.00060%Pandora (United States)0.000052% in 202519801990200020102020

Fractional works of Pandora (United States) over all fractional works that year. How the balance of science has shifted.

Other research institutions in Oakland

All research institutions in Oakland

Research measures only: rankings here say nothing about teaching, admissions or student experience. Comparable institutions and collaboration partners have tabs of their own, above.

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