Five Main Input Sources of Data Collected for Research

Five main input sources of data were collected for the research of Safari and Shamsfard. The dataset is a 5.5 KB Excel file authored by Pegah Safari and last updated on May 11, 2026. It is shared under a CC-BY-4.0 license on the figshare platform.

Use Cases

• Replicate the data collection methodology based on the described input sources.
• Analyze the composition of research data inputs based on the source categories.
• Compare data source types used in similar academic studies.

Strengths

• Dataset is small (5.5 KB), facilitating quick download and inspection.
• It has a clear attribution to a specific research paper via citation [43].
• It is shared under a permissive CC-BY-4.0 license.

Limitations

• Row count is unknown, which may limit suitability assessment.
• Column-level documentation is absent; field semantics must be inferred after download.
• The description metadata is limited; actual data content requires manual inspection.

Provenance

Source

Research by Safari and Shamsfard [43].

Collection Method

Likely collected as part of academic research.

Freshness

Last updated 2026-05-11 17:27:35; freshness should be verified.