---
_id: '5405'
article_number: '109498'
article_type: original
author:
- first_name: Gopalakrishnan
  full_name: Narayanamurthy, Gopalakrishnan
  last_name: Narayanamurthy
- first_name: R Sai Shiva
  full_name: Jayanth, R Sai Shiva
  last_name: Jayanth
- first_name: Roger
  full_name: Moser, Roger
  last_name: Moser
- first_name: Tobias
  full_name: Schäfers, Tobias
  id: '253685'
  last_name: Schäfers
  orcid: 0000-0002-2533-335X
- first_name: Narayan Prasad
  full_name: Nagendra, Narayan Prasad
  last_name: Nagendra
citation:
  alphadin: '<span style="font-variant:small-caps;">Narayanamurthy, Gopalakrishnan</span>
    ; <span style="font-variant:small-caps;">Jayanth, R Sai Shiva</span> ; <span style="font-variant:small-caps;">Moser,
    Roger</span> ; <span style="font-variant:small-caps;">Schäfers, Tobias</span>
    ; <span style="font-variant:small-caps;">Nagendra, Narayan Prasad</span>: Data-driven
    digital transformation for uncertainty reduction – Application of satellite imagery
    analytics in institutional crop credit management. In: <i>International Journal
    of Production Economics</i> Bd. 280, Elsevier BV (2025)'
  ama: Narayanamurthy G, Jayanth RSS, Moser R, Schäfers T, Nagendra NP. Data-driven
    digital transformation for uncertainty reduction – Application of satellite imagery
    analytics in institutional crop credit management. <i>International Journal of
    Production Economics</i>. 2025;280. doi:<a href="https://doi.org/10.1016/j.ijpe.2024.109498">10.1016/j.ijpe.2024.109498</a>
  apa: Narayanamurthy, G., Jayanth, R. S. S., Moser, R., Schäfers, T., &#38; Nagendra,
    N. P. (2025). Data-driven digital transformation for uncertainty reduction – Application
    of satellite imagery analytics in institutional crop credit management. <i>International
    Journal of Production Economics</i>, <i>280</i>. <a href="https://doi.org/10.1016/j.ijpe.2024.109498">https://doi.org/10.1016/j.ijpe.2024.109498</a>
  bibtex: '@article{Narayanamurthy_Jayanth_Moser_Schäfers_Nagendra_2025, title={Data-driven
    digital transformation for uncertainty reduction – Application of satellite imagery
    analytics in institutional crop credit management}, volume={280}, DOI={<a href="https://doi.org/10.1016/j.ijpe.2024.109498">10.1016/j.ijpe.2024.109498</a>},
    number={109498}, journal={International Journal of Production Economics}, publisher={Elsevier
    BV}, author={Narayanamurthy, Gopalakrishnan and Jayanth, R Sai Shiva and Moser,
    Roger and Schäfers, Tobias and Nagendra, Narayan Prasad}, year={2025} }'
  chicago: Narayanamurthy, Gopalakrishnan, R Sai Shiva Jayanth, Roger Moser, Tobias
    Schäfers, and Narayan Prasad Nagendra. “Data-Driven Digital Transformation for
    Uncertainty Reduction – Application of Satellite Imagery Analytics in Institutional
    Crop Credit Management.” <i>International Journal of Production Economics</i>
    280 (2025). <a href="https://doi.org/10.1016/j.ijpe.2024.109498">https://doi.org/10.1016/j.ijpe.2024.109498</a>.
  ieee: G. Narayanamurthy, R. S. S. Jayanth, R. Moser, T. Schäfers, and N. P. Nagendra,
    “Data-driven digital transformation for uncertainty reduction – Application of
    satellite imagery analytics in institutional crop credit management,” <i>International
    Journal of Production Economics</i>, vol. 280, 2025.
  mla: Narayanamurthy, Gopalakrishnan, et al. “Data-Driven Digital Transformation
    for Uncertainty Reduction – Application of Satellite Imagery Analytics in Institutional
    Crop Credit Management.” <i>International Journal of Production Economics</i>,
    vol. 280, 109498, Elsevier BV, 2025, doi:<a href="https://doi.org/10.1016/j.ijpe.2024.109498">10.1016/j.ijpe.2024.109498</a>.
  short: G. Narayanamurthy, R.S.S. Jayanth, R. Moser, T. Schäfers, N.P. Nagendra,
    International Journal of Production Economics 280 (2025).
date_created: 2025-01-27T08:29:59Z
date_updated: 2026-03-17T15:29:17Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.1016/j.ijpe.2024.109498
intvolume: '       280'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1016/j.ijpe.2024.109498
oa: '1'
publication: International Journal of Production Economics
publication_identifier:
  issn:
  - 0925-5273
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: Data-driven digital transformation for uncertainty reduction – Application
  of satellite imagery analytics in institutional crop credit management
type: journal_article
user_id: '220548'
volume: 280
year: '2025'
...