Replication & Data Policy (jfi-replication-and-data-policy)
When to trigger
- Preparing data/code materials before submitting or at acceptance
- Writing the Data Statement or handling restricted/proprietary banking data
What JFI actually requires (verified 2026-06-20; re-confirm on the official page)
JFI follows Elsevier Option C for research data. Research data here includes software, code, models,
algorithms, protocols, and methods — not just datasets. Authors are required to:
- Deposit research data in a relevant repository and cite/link it, or explain why data cannot be
shared.
- Provide a Data Statement on data availability when relevant; it is supported in the submission flow
and published with the article.
- Cite datasets in the text and reference list using the
[dataset] tag.
Crucially, JFI has no journal-specific mandatory replication-code archive — there is no equivalent of
the Journal of Applied Econometrics Data Archive or the American Economic Review replication mandate. Do
not invent a JFI-only archive requirement, but do treat deposit/cite/link-or-explain as the live Elsevier
data-policy obligation.
How to prepare
- Empirical papers: write a clear Data Statement (sources, access conditions, what is shared); deposit
shareable data and code in a general-purpose repository (Mendeley Data, Zenodo, ICPSR/openICPSR) and link
it. For restricted bank/supervisory data (Call Reports extracts under license, FR Y-14, DealScan),
state the access route and share the code plus any constructed, non-proprietary derivatives.
- Theory papers: lighter — share the code that generates numerical examples/figures so they are
reproducible (fixed seeds/parameters); a Data Statement can note that no empirical data underlie the
results.
Restricted banking data: the disclosure ladder
| Data tier |
Typical examples |
What you can realistically share |
| Public |
Call Reports, HMDA, FDIC Summary of Deposits |
Full data plus code — deposit everything |
| Commercial license |
DealScan, Orbis/Bankscope, branch-rate databases |
Code, construction steps, and access instructions; never raw data |
| Supervisory / central-bank |
Credit registers, FR Y-14, examination data |
Code, variable definitions, the application route, and cleared aggregates |
For the supervisory tier, the Data Statement should name the granting institution and the access route so
a referee believes replication is possible in principle — credibility matters disproportionately at a
venue where the best identification lives inside restricted registers. Repository specifics and any
evolving Elsevier requirements: confirm against the journal's current author guidelines.
Worked Data Statement skeleton (credit-register paper, illustrative)
Data statement: Loan-level records are from the [country] credit register,
accessed on-site under agreement [ref]; they cannot leave the central bank.
We deposit: (i) all construction and estimation code; (ii) variable
definitions and sample filters; (iii) bank-level aggregates cleared for
release; (iv) instructions for applying for register access. Public inputs
(Call Reports, HMDA) are included in the repository. Datasets are cited
with [dataset] tags in the reference list.
Friction points editors and referees raise
- "Data available on request" with no named route reads as evasion — name the institution and process.
- Code that hard-codes paths inside the central-bank enclave — ship a config file and a README mapping
enclave paths to placeholders.
- Cleared aggregates that cannot reproduce a single exhibit — clear at least the headline table's inputs.
- A theory paper claiming "no data" while its calibrated figures depend on undisclosed parameter files —
the numerical-example code and parameter values are the reproducibility object at JFI.
Anti-patterns
- Treating Option C as optional or replacing it with "data available on request"
- Asserting a mandatory JFI-specific archive that the Guide does not name
- A Data Statement that hides restricted-data access conditions
- Citing datasets in prose without the
[dataset] reference tag
- Depositing data but never linking it in Editorial Manager
Output format
【Data Statement】drafted, access conditions stated? [Y/N]
【Deposit / explain】repository chosen and linked in EM, or restriction explained? [Y/N]
【[dataset] tags】data cited in references? [Y/N]
【Restricted data】access route + shareable code noted? [Y/N]
【Note】Option C applies; no JFI-specific archive is named
【Next skill】jfi-review-process
1---2name: jfi-replication-and-data-policy3description: Use when preparing the research-data materials a Journal of Financial Intermediation (JFI) submission expects under Elsevier Option C — deposited, cited, and linked research data where possible; an explanation where sharing is impossible; a Data Statement; [dataset]-tagged references; and a credible access route for restricted supervisory or credit-register data. It prepares the package; it does not deposit for you.4---56# Replication & Data Policy (jfi-replication-and-data-policy)78## When to trigger910- Preparing data/code materials before submitting or at acceptance11- Writing the Data Statement or handling restricted/proprietary banking data1213## What JFI actually requires (verified 2026-06-20; re-confirm on the official page)1415JFI follows Elsevier **Option C** for research data. Research data here includes **software, code, models,16algorithms, protocols, and methods** — not just datasets. Authors are required to:1718- **Deposit research data in a relevant repository and cite/link it**, or explain why data cannot be19 shared.20- Provide a **Data Statement** on data availability when relevant; it is supported in the submission flow21 and published with the article.22- Cite datasets in the text and reference list using the **`[dataset]` tag**.2324Crucially, JFI has **no journal-specific mandatory replication-code archive** — there is no equivalent of25the Journal of Applied Econometrics Data Archive or the American Economic Review replication mandate. Do26not invent a JFI-only archive requirement, but do treat deposit/cite/link-or-explain as the live Elsevier27data-policy obligation.2829## How to prepare3031- **Empirical papers:** write a clear Data Statement (sources, access conditions, what is shared); deposit32 shareable data and code in a general-purpose repository (Mendeley Data, Zenodo, ICPSR/openICPSR) and link33 it. For **restricted bank/supervisory data** (Call Reports extracts under license, FR Y-14, DealScan),34 state the access route and share the code plus any constructed, non-proprietary derivatives.35- **Theory papers:** lighter — share the **code that generates numerical examples/figures** so they are36 reproducible (fixed seeds/parameters); a Data Statement can note that no empirical data underlie the37 results.3839## Restricted banking data: the disclosure ladder4041| Data tier | Typical examples | What you can realistically share |42|---|---|---|43| Public | Call Reports, HMDA, FDIC Summary of Deposits | Full data plus code — deposit everything |44| Commercial license | DealScan, Orbis/Bankscope, branch-rate databases | Code, construction steps, and access instructions; never raw data |45| Supervisory / central-bank | Credit registers, FR Y-14, examination data | Code, variable definitions, the application route, and cleared aggregates |4647For the supervisory tier, the Data Statement should name the granting institution and the access route so48a referee believes replication is possible **in principle** — credibility matters disproportionately at a49venue where the best identification lives inside restricted registers. Repository specifics and any50evolving Elsevier requirements: confirm against the journal's current author guidelines.5152## Worked Data Statement skeleton (credit-register paper, illustrative)5354```55Data statement: Loan-level records are from the [country] credit register,56accessed on-site under agreement [ref]; they cannot leave the central bank.57We deposit: (i) all construction and estimation code; (ii) variable58definitions and sample filters; (iii) bank-level aggregates cleared for59release; (iv) instructions for applying for register access. Public inputs60(Call Reports, HMDA) are included in the repository. Datasets are cited61with [dataset] tags in the reference list.62```6364## Friction points editors and referees raise6566- "Data available on request" with no named route reads as evasion — name the institution and process.67- Code that hard-codes paths inside the central-bank enclave — ship a config file and a README mapping68 enclave paths to placeholders.69- Cleared aggregates that cannot reproduce a single exhibit — clear at least the headline table's inputs.70- A theory paper claiming "no data" while its calibrated figures depend on undisclosed parameter files —71 the numerical-example code and parameter values are the reproducibility object at JFI.7273## Anti-patterns7475- Treating Option C as optional or replacing it with "data available on request"76- Asserting a mandatory JFI-specific archive that the Guide does not name77- A Data Statement that hides restricted-data access conditions78- Citing datasets in prose without the `[dataset]` reference tag79- Depositing data but never linking it in Editorial Manager8081## Output format8283```84【Data Statement】drafted, access conditions stated? [Y/N]85【Deposit / explain】repository chosen and linked in EM, or restriction explained? [Y/N]86【[dataset] tags】data cited in references? [Y/N]87【Restricted data】access route + shareable code noted? [Y/N]88【Note】Option C applies; no JFI-specific archive is named89【Next skill】jfi-review-process90```