- My fit returned a singular Hessian — what now?
- That usually means a perfectly collinear regressor or a degenerate panel structure. QuantFit will name the offending column in the diagnostic panel; drop it or use a within-transform. For PMG-ARDL specifically, check that T exceeds the ARDL lag order in every panel.
- My panel diagnostic says "cross-sectional dependence" — does that invalidate my model?
- Not necessarily — it means the i.i.d. SE assumption is wrong. Re-run with cluster-robust SE or switch to CS-ARDL (in 2026.1). The Pesaran CD test is reported alongside every panel regression so reviewers see your diagnostic up front.
- Can I export the exact spec a colleague used so I can reproduce her result?
- Yes. Every fit writes a reproducibility hash and a `.qfspec` file. Open it in QuantFit (or `qf.load_spec("model.qfspec")` in Python) and you get her panel structure, lags, instrument list, SE flavour, and seed — bit-for-bit.
- How do I cite QuantFit in a paper?
- Each run produces a citation block in the report builder — APA, Chicago, and BibTeX — including the version, build, and reproducibility hash. The hash resolves to a permanent page on quantfit.app/cite/<hash>.
- Does the iOS app run estimators locally, or stream from the desktop?
- Locally on Apple Silicon iPads (M1+). On older devices or iPhones it streams from your paired macOS workspace; the spec is sent, the data never leaves your Mac.
- I lost my workspace. Can you recover it?
- If you’re on Researcher or Lab, yes — workspaces are versioned and we keep 30 days of snapshots. Email support with the workspace ID (in the URL) and we’ll restore it.
- Will QuantFit support my estimator (NARDL / FMOLS / DOLS / etc.)?
- The 2026 roadmap is public. NARDL and FMOLS are landing in 2026.2; DOLS, panel quantile, and MIDAS are in design. Open a request on the forum and we’ll bump the priority if a research group is waiting on it.
- I’m a referee — can I re-run the author’s analysis without buying a license?
- Yes. Replication bundles open in our free Reviewer mode — read-only, full output, no fit modification. The author shares a single `.qfpack` file; you drag it onto the app.
- How do I get a site license for my department?
- Talk to us via the For labs page. Typical turnaround is two weeks from intro to signed order; named users, invoice billing, and data-residency options on request.