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Data Visualization for Effective Communication and Decision-Making Efficiency in the Planning and Design Office

Geneeva Villamor, Nenita Prado
Psychology and Education: A Multidisciplinary Journal · 2025-04-10 · DOI 10.70838/pemj.350103
Token #4848
✓ Verified on SciChain. The record below hashes to exactly the content hash stored on chain for token #4848.
Token#4848 of SciMatic Articles (ERC-1155), fixed supply 1,000,000
Contract0x0E596B4bb924937aA35D9b342A90347ed6F05eF8
Mint transaction0x0119845828cead19b766bb4ed838b76ad2f632c2fa0bd3f3c9aff38c6137b72e · block 12104377
Minted2026-10-02 03:40 UTC
Hash on chain0xe382c4e7fe45687cfb85d69216892451a0e7c8e3d8b23d2d1cb423cf17415027
SHA-256 of the record0xe382c4e7fe45687cfb85d69216892451a0e7c8e3d8b23d2d1cb423cf17415027
Article today Matches the anchored record.

Allocation at minting

HolderWalletMintedHolds now
SciMatic (10%) 0xc35709AB…277732 100,000 100,000
Geneeva Villamor 0xea9312cA…bA5722 450,000 450,000
Nenita Prado 0x5E522d01…7cb995 450,000 450,000

The anchored record

Canonical JSON (keys sorted, no spaces, UTF-8). Its SHA-256 is the hash on chain.

{"abstract":"In the ever-evolving landscape of urban development and infrastructure planning, the role of effective communication and efficient decision-making within governmental entities cannot be overstated. This study investigated the role of data visualization in enhancing communication effectiveness and improving decision-making efficiency within the Department of Public Works and Highways (DPWH) Region X – Planning and Design Office, which manages complex datasets as a key player in infrastructure planning and design. Five independent variables were analyzed: experience and engagement with data visualization techniques, organizational culture and support for data visualization, visual design elements, complexity of visualization, and integration of data visualization with other communication channels. Descriptive Correlational and Causal Comparative Research Designs were used in the study. The study encompassed the Planning and Design Division of the Regional Office X, Cagayan de Oro City and 14 District Engineering Offices’ Planning and Design Sections, involving professionals such as engineers, architects, and planning and design staff. Statistical analyses, including mean, standard deviation, Pearson Product – Moment correlation (r), multiple linear regression and path analysis were employed to analyze the data. Findings revealed statistically significant positive correlations between overall performance and experience and engagement, organizational culture and support, visual design elements and integration of data visualization to other communication channels. Regression analysis highlighted organizational culture and support in terms of leadership support and culture of collaboration, along with visual design elements particularly typography and iconography, and complexity of visualization in terms of experience and proficiency in advance/complex data visualization as key influencers in the overall performance. Finally, Model 4 emerges as the best-fitting structural model, meeting acceptable index standards and providing actionable insights for optimizing planning and design operations. This model is known as Villamor’s Model on Data Visualization for Effective Communication and Decision-making Efficiency in the Planning and Design Office at DPWH.","abstract_source":"original","authors":["Geneeva Villamor","Nenita Prado"],"date":"2025-04-10","doi":"10.70838/pemj.350103","id":4848,"issue":1,"journal":{"issn":"2822-4353","name":"Psychology and Education: A Multidisciplinary Journal"},"pdf_sha256":"133e30c11ef19d021b896d5635191a25cef4fa26caf705d7ac21c65b7e3c854f","schema":"scimatic-article/1","title":"Data Visualization for Effective Communication and Decision-Making Efficiency in the Planning and Design Office","volume":35}

Check it yourself

1. The record, from the token's own metadata:

printf '%s' "$(curl -s https://scimatic.org/nft/articles/4848.json | jq -r .canonical_record)" | sha256sum

2. The hash stored on chain (contentHash(4848)):

curl -s https://rpc.scimatic.net -H 'content-type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"eth_call","params":[{"to":"0x0E596B4bb924937aA35D9b342A90347ed6F05eF8","data":"0xf3e0c29000000000000000000000000000000000000000000000000000000000000012f0"},"latest"]}'

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