The DOI matches its Crossref record; 3 of the 3 references it cites were found in a registry or an index.
The Digital Revolution, 3D Printing, and Innovation as Data
Abstract
The digital revolution has created a data‐rich environment. Increasingly, firms are seeking to acquire and analyze a variety of consumer data such as online shopping, social media, and web browsing behavior to enhance their innovation activities. This approach is termed “Innovation from Data.” At the same time, a growing number of consumers are gaining the ability to transform digital data into innovative physical products through the use of new tools such as audio and video editing software and 3D printing technology. This approach is termed “Innovation as Data.” These two approaches differ substantially in terms of their views on the role of consumers, the relevance of firms, and the nature of products. This article introduces the concept of Innovation as Data and discusses its relation to the digital revolution in general and 3D printing in particular. In addition, it offers a set of recommendations for managers seeking to leverage this new innovation approach and ideas for scholars interested in researching this intriguing domain.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Muniz, A. M., & O'Guinn, T. C. (2001) · Journal of Consumer Research · doi:10.1086/319618 · Cited by 3,998
Marketing Analytics for Data-Rich Environments
Wedel, M., & Kannan, P. K. (2016) · Journal of Marketing · doi:10.1509/jm.15.0413 · Cited by 1,261
Lamberton, C., & Stephen, A. T. (2016) · Journal of Marketing · doi:10.1509/jm.15.0415 · Cited by 1,127
Cited by
Algorithmic bias in data-driven innovation in the age of AI
Akter, S., McCarthy, G., Sajib, S., Michael, K., Dwivedi, Y. K., D’Ambra, J., & Shen, K. N. (2021) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2021.102387 · Cited by 440
Open innovation in SMEs: Exploring inter-organizational relationships in an ecosystem
Radziwon, A., & Bogers, M. (2019) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2018.04.021 · Cited by 382
Three-Dimensional Printing Applications in Food Industry
Leontiou, A., Georgopoulos, S., Karabagias, V., Kehayias, G., Karakassides, A., Salmas, C., & Giannakas, A. (2023) · Nanomanufacturing · doi:10.3390/nanomanufacturing3010006 · Cited by 66
Of leaders and laggards - Towards digitalization of the process industries
Aaldering, L. J., & Song, C. H. (2021) · Technovation · doi:10.1016/j.technovation.2020.102211 · Cited by 66
Metadata
- Authors
- Rindfleisch, A., O'Hern, M., & Sachdev, V.
- Venue
- Journal of Product Innovation Management
- Publisher
- Wiley
- Published
- 2017-07-06
- Volume
- 34
- Issue
- 5
- Pages
- 681-690
- ISSN
- 0737-6782 (ISSN-L)
- 1540-5885
- OpenAlex
- W2730009363
- Cited by
- 231
- References
- 3
- FWCI
- 33.67
- Type
- journal article
- Language
- en
- Open access
- closed
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: The Digital Revolution, 3D Printing, and Innovation as Data. https://app.cochat.ai/papers/10.1111/jpim.12402
- The paper
- Rindfleisch, A., O'Hern, M., & Sachdev, V. (2017). The Digital Revolution, 3D Printing, and Innovation as Data. Journal of Product Innovation Management. https://doi.org/10.1111/jpim.12402
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.