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  1. πŸ’ Ah, it's so good when co-authors go through the final code review! πŸ›οΈ Thanks Fei for correcting the forecasts! πŸ’–

    github.com/bsvars/bsvars/pull/

    #bsvars #forecasting #cooperation #foss

  2. πŸ’ Ah, it's so good when co-authors go through the final code review! πŸ›οΈ Thanks Fei for correcting the forecasts! πŸ’–

    github.com/bsvars/bsvars/pull/

  3. πŸ’ Ah, it's so good when co-authors go through the final code review! πŸ›οΈ Thanks Fei for correcting the forecasts! πŸ’–

    github.com/bsvars/bsvars/pull/

    #bsvars #forecasting #cooperation #foss

  4. πŸ’ Ah, it's so good when co-authors go through the final code review! πŸ›οΈ Thanks Fei for correcting the forecasts! πŸ’–

    github.com/bsvars/bsvars/pull/

    #bsvars #forecasting #cooperation #foss

  5. β€οΈπŸ’›πŸ’š Already this Friday! Tomasz is presenting the newest version of our R package bpvars at the Ghana R Users Conference! β€οΈπŸ’›πŸ’š The package and the material is great! And the conference looks super interesting! Join us β€οΈπŸ’›πŸ’š

    β€οΈπŸ’›πŸ’š bsvars.org/2026-07-Ghana-R

    #rstats #useR #Ghana #bpvars #bsvars

  6. β€οΈπŸ’›πŸ’š Already this Friday! Tomasz is presenting the newest version of our R package bpvars at the Ghana R Users Conference! β€οΈπŸ’›πŸ’š The package and the material is great! And the conference looks super interesting! Join us β€οΈπŸ’›πŸ’š

    β€οΈπŸ’›πŸ’š bsvars.org/2026-07-Ghana-R

  7. β€οΈπŸ’›πŸ’š Already this Friday! Tomasz is presenting the newest version of our R package bpvars at the Ghana R Users Conference! β€οΈπŸ’›πŸ’š The package and the material is great! And the conference looks super interesting! Join us β€οΈπŸ’›πŸ’š

    β€οΈπŸ’›πŸ’š bsvars.org/2026-07-Ghana-R

    #rstats #useR #Ghana #bpvars #bsvars

  8. β€οΈπŸ’›πŸ’š Already this Friday! Tomasz is presenting the newest version of our R package bpvars at the Ghana R Users Conference! β€οΈπŸ’›πŸ’š The package and the material is great! And the conference looks super interesting! Join us β€οΈπŸ’›πŸ’š

    β€οΈπŸ’›πŸ’š bsvars.org/2026-07-Ghana-R

    #rstats #useR #Ghana #bpvars #bsvars

  9. β€οΈπŸ’›πŸ’š Already this Friday! Tomasz is presenting the newest version of our R package bpvars at the Ghana R Users Conference! β€οΈπŸ’›πŸ’š The package and the material is great! And the conference looks super interesting! Join us β€οΈπŸ’›πŸ’š

    β€οΈπŸ’›πŸ’š bsvars.org/2026-07-Ghana-R

    #rstats #useR #Ghana #bpvars #bsvars

  10. That's a co-author grade 🐲 Finds a mistake in preliminary code, corrects your C++ code, submits a Pull Request, becomes a contributor! I think we have a paper! Thanks, Fei Shang!

    github.com/bsvars/bsvars/pull/

    #bsvars #rstats #cooperation

  11. That's a co-author grade 🐲 Finds a mistake in preliminary code, corrects your C++ code, submits a Pull Request, becomes a contributor! I think we have a paper! Thanks, Fei Shang!

    github.com/bsvars/bsvars/pull/

  12. That's a co-author grade 🐲 Finds a mistake in preliminary code, corrects your C++ code, submits a Pull Request, becomes a contributor! I think we have a paper! Thanks, Fei Shang!

    github.com/bsvars/bsvars/pull/

    #bsvars #rstats #cooperation

  13. That's a co-author grade 🐲 Finds a mistake in preliminary code, corrects your C++ code, submits a Pull Request, becomes a contributor! I think we have a paper! Thanks, Fei Shang!

    github.com/bsvars/bsvars/pull/

    #bsvars #rstats #cooperation

  14. That's a co-author grade 🐲 Finds a mistake in preliminary code, corrects your C++ code, submits a Pull Request, becomes a contributor! I think we have a paper! Thanks, Fei Shang!

    github.com/bsvars/bsvars/pull/

    #bsvars #rstats #cooperation

  15. πŸŒ† verbs are functions in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 specify a model
    ✨ estimate it
    ⭐ compute things to interpret
    πŸ’« forecast future values
    ✨ verify hypotheses

    πŸ’› bsvars.org

    #bsvars #rstats

  16. πŸŒ† verbs are functions in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 specify a model
    ✨ estimate it
    ⭐ compute things to interpret
    πŸ’« forecast future values
    ✨ verify hypotheses

    πŸ’› bsvars.org

  17. πŸŒ† verbs are functions in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 specify a model
    ✨ estimate it
    ⭐ compute things to interpret
    πŸ’« forecast future values
    ✨ verify hypotheses

    πŸ’› bsvars.org

    #bsvars #rstats

  18. πŸŒ† verbs are functions in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 specify a model
    ✨ estimate it
    ⭐ compute things to interpret
    πŸ’« forecast future values
    ✨ verify hypotheses

    πŸ’› bsvars.org

    #bsvars #rstats

  19. πŸŒ† functions verify test model and data properties in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 verify homoskedasticity
    ✨ verify normality
    ⭐ verify restrictions on autoregressive parameters
    πŸ’« using Bayes factors

    πŸ’› bsvars.org

    #bsvars #rstats

  20. πŸŒ† functions verify test model and data properties in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 verify homoskedasticity
    ✨ verify normality
    ⭐ verify restrictions on autoregressive parameters
    πŸ’« using Bayes factors

    πŸ’› bsvars.org

  21. πŸŒ† functions verify test model and data properties in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 verify homoskedasticity
    ✨ verify normality
    ⭐ verify restrictions on autoregressive parameters
    πŸ’« using Bayes factors

    πŸ’› bsvars.org

    #bsvars #rstats

  22. πŸŒ† functions verify test model and data properties in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 verify homoskedasticity
    ✨ verify normality
    ⭐ verify restrictions on autoregressive parameters
    πŸ’« using Bayes factors

    πŸ’› bsvars.org

    #bsvars #rstats

  23. πŸŒ† function forecast is used to obtain draws from the predictive density in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 Bayesian forecasting with state-of-the-art models
    ✨ point/density forecasting
    ⭐ great plots
    πŸ’« blazingly fast computations

    πŸ’› bsvars.org

    #bsvars #rstats #forecasting

  24. πŸŒ† function forecast is used to obtain draws from the predictive density in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 Bayesian forecasting with state-of-the-art models
    ✨ point/density forecasting
    ⭐ great plots
    πŸ’« blazingly fast computations

    πŸ’› bsvars.org

  25. πŸŒ† function forecast is used to obtain draws from the predictive density in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 Bayesian forecasting with state-of-the-art models
    ✨ point/density forecasting
    ⭐ great plots
    πŸ’« blazingly fast computations

    πŸ’› bsvars.org

    #bsvars #rstats #forecasting

  26. πŸŒ† function forecast is used to obtain draws from the predictive density in our R packages πŸŒ‡ bsvars bsvarSIGNs bpvars bvars πŸŒ†

    🌟 Bayesian forecasting with state-of-the-art models
    ✨ point/density forecasting
    ⭐ great plots
    πŸ’« blazingly fast computations

    πŸ’› bsvars.org

    #bsvars #rstats #forecasting

  27. 🌟 we use non-centred stochastic volatility for structural VARs
    ✨ with a prior for variances centred at homoskedasticity with strong shrinkage
    πŸ’« verify partial identification of a shock
    ⭐ efficient estimation and normalisation
    πŸ’› great for fiscal policy
    πŸ’ the paper behind my R package bsvars

    #bsvars

  28. 🌟 we use non-centred stochastic volatility for structural VARs
    ✨ with a prior for variances centred at homoskedasticity with strong shrinkage
    πŸ’« verify partial identification of a shock
    ⭐ efficient estimation and normalisation
    πŸ’› great for fiscal policy
    πŸ’ the paper behind my R package bsvars

  29. 🌟 we use non-centred stochastic volatility for structural VARs
    ✨ with a prior for variances centred at homoskedasticity with strong shrinkage
    πŸ’« verify partial identification of a shock
    ⭐ efficient estimation and normalisation
    πŸ’› great for fiscal policy
    πŸ’ the paper behind my R package bsvars

    #bsvars

  30. 🌟 we use non-centred stochastic volatility for structural VARs
    ✨ with a prior for variances centred at homoskedasticity with strong shrinkage
    πŸ’« verify partial identification of a shock
    ⭐ efficient estimation and normalisation
    πŸ’› great for fiscal policy
    πŸ’ the paper behind my R package bsvars

    #bsvars

  31. ⭐ It's official now! ✨ Our latest paper is out in the Journal of Econometrics πŸ’« doi.org/10.1016/j.jeconom.2025

    ⭐ Partial identification of structural vector autoregressions with non-centred stochastic volatility πŸ’›

    #econometrics #bsvars #identification #verification #fiscal

  32. ⭐ It's official now! ✨ Our latest paper is out in the Journal of Econometrics πŸ’« doi.org/10.1016/j.jeconom.2025

    ⭐ Partial identification of structural vector autoregressions with non-centred stochastic volatility πŸ’›

  33. ⭐ It's official now! ✨ Our latest paper is out in the Journal of Econometrics πŸ’« doi.org/10.1016/j.jeconom.2025

    ⭐ Partial identification of structural vector autoregressions with non-centred stochastic volatility πŸ’›

    #econometrics #bsvars #identification #verification #fiscal

  34. ⭐ It's official now! ✨ Our latest paper is out in the Journal of Econometrics πŸ’« doi.org/10.1016/j.jeconom.2025

    ⭐ Partial identification of structural vector autoregressions with non-centred stochastic volatility πŸ’›

    #econometrics #bsvars #identification #verification #fiscal

  35. πŸŒ† use our function compute to process estimation output and obtain posterior draws for quantities of interest πŸŒ†

    🌟 impulse responses
    ✨ forecast variance decomposition
    πŸ’« historical decomposition
    ⭐ structural shocks
    πŸ’› fitted values
    🌟 conditional sd
    πŸ’« regime probabilities

    🌐 bsvars.org/

    #bsvars #rstats

  36. πŸŒ† use our function compute to process estimation output and obtain posterior draws for quantities of interest πŸŒ†

    🌟 impulse responses
    ✨ forecast variance decomposition
    πŸ’« historical decomposition
    ⭐ structural shocks
    πŸ’› fitted values
    🌟 conditional sd
    πŸ’« regime probabilities

    🌐 bsvars.org/

  37. πŸŒ† to estimate is to run Bayesian estimation and obtain draws from posterior distribution πŸŒ‡

    🌐 bsvars.org/

    #bsvars #rstats

  38. πŸŒ† to estimate is to run Bayesian estimation and obtain draws from posterior distribution πŸŒ‡

    🌐 bsvars.org/

  39. πŸŒ† to estimate is to run Bayesian estimation and obtain draws from posterior distribution πŸŒ‡

    🌐 bsvars.org/

    #bsvars #rstats

  40. πŸŒ‡ verify! πŸŒ† I forgot about verify! ⭐ how could I forget about verify?! 🌟

    πŸ€£πŸ˜‚πŸ˜† #bsvars #rstats #neverForgetVerify

  41. πŸŒ‡ verify! πŸŒ† I forgot about verify! ⭐ how could I forget about verify?! 🌟

    πŸ€£πŸ˜‚πŸ˜†

  42. πŸŒ‡ verify! πŸŒ† I forgot about verify! ⭐ how could I forget about verify?! 🌟

    πŸ€£πŸ˜‚πŸ˜† #bsvars #rstats #neverForgetVerify

  43. πŸŒ‡ verify! πŸŒ† I forgot about verify! ⭐ how could I forget about verify?! 🌟

    πŸ€£πŸ˜‚πŸ˜† #bsvars #rstats #neverForgetVerify

  44. πŸŒ‡ verify! πŸŒ† I forgot about verify! ⭐ how could I forget about verify?! 🌟

    πŸ€£πŸ˜‚πŸ˜† #bsvars #rstats #neverForgetVerify

  45. πŸŒ‡ in our package use one of the specify functions to create model specification and customise it πŸŒ†

    πŸŒ‡ specify functions do all that:
    🌟 specify model's priors
    ✨ specify identification
    πŸ’« create data matrices
    ⭐ create starting values

    🌐 bsvars.org/

    #bsvars #rstats

  46. πŸŒ‡ in our package use one of the specify functions to create model specification and customise it πŸŒ†

    πŸŒ‡ specify functions do all that:
    🌟 specify model's priors
    ✨ specify identification
    πŸ’« create data matrices
    ⭐ create starting values

    🌐 bsvars.org/

  47. πŸŒ‡ bsvars verbs are commands used for your data analysis using our packages πŸŒ†

    🌟 specify a model
    ✨ estimate it
    πŸ’« compute quantities of interest
    ⭐ forecast

    🌐 bsvars.org/

    #bsvars #rstats

  48. πŸŒ‡ bsvars verbs are commands used for your data analysis using our packages πŸŒ†

    🌟 specify a model
    ✨ estimate it
    πŸ’« compute quantities of interest
    ⭐ forecast

    🌐 bsvars.org/

  49. πŸŒ‡ bsvars verbs are commands used for your data analysis using our packages πŸŒ†

    🌟 specify a model
    ✨ estimate it
    πŸ’« compute quantities of interest
    ⭐ forecast

    🌐 bsvars.org/

    #bsvars #rstats

  50. πŸŒ‡ bsvars verbs are commands used for your data analysis using our packages πŸŒ†

    🌟 specify a model
    ✨ estimate it
    πŸ’« compute quantities of interest
    ⭐ forecast

    🌐 bsvars.org/

    #bsvars #rstats

  51. πŸŒ‡ bsvars verbs are commands used for your data analysis using our packages πŸŒ†

    🌟 specify a model
    ✨ estimate it
    πŸ’« compute quantities of interest
    ⭐ forecast

    🌐 bsvars.org/

    #bsvars #rstats

  52. 🌟 our packages come in all colours ✨ exhibit a high level of integration in terms of syntax, workflows, and design ⭐ so they are all easy for you to use πŸ’« you learn one - you get it all 🌟 and offer a great range of models and applications 🀩

    🌐 bsvars.org/

    #bsvars #bsvarSIGNs #bpvars #bvars #rstats

  53. 🌟 our packages come in all colours ✨ exhibit a high level of integration in terms of syntax, workflows, and design ⭐ so they are all easy for you to use πŸ’« you learn one - you get it all 🌟 and offer a great range of models and applications 🀩

    🌐 bsvars.org/

  54. 🌟 our packages come in all colours ✨ exhibit a high level of integration in terms of syntax, workflows, and design ⭐ so they are all easy for you to use πŸ’« you learn one - you get it all 🌟 and offer a great range of models and applications 🀩

    🌐 bsvars.org/

    #bsvars #bsvarSIGNs #bpvars #bvars #rstats

  55. 🌟 our packages come in all colours ✨ exhibit a high level of integration in terms of syntax, workflows, and design ⭐ so they are all easy for you to use πŸ’« you learn one - you get it all 🌟 and offer a great range of models and applications 🀩

    🌐 bsvars.org/

    #bsvars #bsvarSIGNs #bpvars #bvars #rstats

  56. πŸ–€πŸ’™ Our bpvars package includes a range of model specifications!

    πŸ–€ they're fantastic for forecasting dynamic panel data
    πŸ’™ they provide robust basis fitting various data well

    🌐 bsvars.org/bpvars/

    #bpvars #bsvars #rstats

  57. πŸ–€πŸ’™ Our bpvars package includes a range of model specifications!

    πŸ–€ they're fantastic for forecasting dynamic panel data
    πŸ’™ they provide robust basis fitting various data well

    🌐 bsvars.org/bpvars/

  58. πŸ–€πŸ’™ Our bpvars package includes a range of model specifications!

    πŸ–€ they're fantastic for forecasting dynamic panel data
    πŸ’™ they provide robust basis fitting various data well

    🌐 bsvars.org/bpvars/

    #bpvars #bsvars #rstats

  59. πŸ–€πŸ’™ Our bpvars package includes a range of model specifications!

    πŸ–€ they're fantastic for forecasting dynamic panel data
    πŸ’™ they provide robust basis fitting various data well

    🌐 bsvars.org/bpvars/

    #bpvars #bsvars #rstats

  60. πŸ’™πŸ–€ version 2.0 of our R package bpvars for forecasting with Bayesian panel vector autoregressions is out on CRAN! And it's great!

    🌐 cran.r-project.org/package=bpv

    #bpvars #bsvars #rstats