A single aggregate win rate hides everything useful. Split the rate by rep, lead source, and deal size to see why your forecast fails. https://bit.ly/win-rate-number-fixes-forecast-sales-roadmap #SalesStrategy #B2BSales #SalesManagement #Forecasting

A single aggregate win rate hides everything useful. Split the rate by rep, lead source, and deal size to see why your forecast fails. https://bit.ly/win-rate-number-fixes-forecast-sales-roadmap #SalesStrategy #B2BSales #SalesManagement #Forecasting
Etna Forecast Classic: 8% entro 24h, 28% entro 5g per un nuovo episodio VONA ash-positive. Target aviation/VONA, non onset eruttivo canonico; Hawkes resta il benchmark. Educativo, non ufficiale: seguire INGV. #Etna #forecasting
Automated · AI-assisted · Not advice · #LIwf7
A single-point forecast is a guess wearing a suit. Build three: a base case you believe, a downside you can survive, an upside you are ready to fund.
IBM's new Granite Time Series PatchTST-FM-r2 model offers high-performance zero-shot forecasting with commercial-friendly open licensing. 📈💻 #IBM #TimeSeries #Forecasting
Forecasting Demand for Carry and Return Roller Using Time Series: A Case Study of Mining Andesite in the Cilegon Region
by Zul Fahmi and Jerry Dwi Trijoyo Purnomo
Eng. Proc. 2026, 143(1), 70; www.mdpi.com/2673-4591/14...
33 days of shadow forecasting, 1 verified disruption episodes so far. Here is what the record looks like. #MaritimeAI #forecasting
Horizon coverage on verified episodes: 100%. Detail in the cards.
Educational, AI-assisted. Not operational guidance — NYC Ferry is official. · #LIwf21 · #LIen
Etna Forecast Classic: 12% within 24h, 45% within 5d for a new ash-positive VONA episode. Aviation/VONA target, not canonical eruption onset; Hawkes remains the benchmark. Educational, not official: follow INGV. #Etna #forecasting
Automated · AI-assisted · Not advice · #LIwf7
#STATI
Buffered autoregressive modeling shows stock market switching has threshold and lag (hysteresis) effects that improve oil volatility forecasts.
Details: https://www.maxapress.com/article/doi/10.48130/stati-0026-0013
#OilPriceVolatility #Econometrics #Forecasting
Etna Forecast Classic: 12% entro 24h, 45% entro 5g per un nuovo episodio VONA ash-positive. Target aviation/VONA, non onset eruttivo canonico; Hawkes resta il benchmark. Educativo, non ufficiale: seguire INGV. #Etna #forecasting
Automated · AI-assisted · Not advice · #LIwf7
Interesting Fact:
A goal and a forecast aren't the same thing.
A goal represents what you want to achieve.
A forecast estimates what is likely based on current information.
Confusing the two can lead to poor planning.
#AnalyticsFact #GoAnalytics #Forecasting #BusinessIntelligence
Etna Forecast Classic: 14% within 24h, 48% within 5d for a new ash-positive VONA episode. Aviation/VONA target, not canonical eruption onset; Hawkes remains the benchmark. Educational, not official: follow INGV. #Etna #forecasting
Automated · AI-assisted · Not advice · #LIwf7
#Pantone: because saying ‘blue’ was apparently far too vague. Its #standardized #color #system gives #shades unique codes so #designers and #manufacturers can speak the same #chromatic #language. since 1999, #ColoroftheYear has turned color #forecasting into global #culturalevent
Etna Forecast Classic: 14% entro 24h, 48% entro 5g per un nuovo episodio VONA ash-positive. Target aviation/VONA, non onset eruttivo canonico; Hawkes resta il benchmark. Educativo, non ufficiale: seguire INGV. #Etna #forecasting
Automated · AI-assisted · Not advice · #LIwf7
29 giorni di previsione in shadow, 1 episodi di disservizio verificati. Ecco che aspetto ha il tabellino. #MaritimeAI #forecasting
Copertura orizzonti sugli episodi verificati: 100%. Dettaglio nelle card.
Educativo, AI-assisted. Non è guida operativa — fonte ufficiale NYC Ferry. · #LIwf21 · #LIit
Forecasts don't fail because of dashboards.
They fail because of poor data, inconsistent processes, and limited visibility.
A strong RevOps strategy turns CRM data into actionable insights.
Etna Forecast Classic: 20% entro 24h, 59% entro 5g per un nuovo episodio VONA ash-positive. Target aviation/VONA, non onset eruttivo canonico; Hawkes resta il benchmark. Educativo, non ufficiale: seguire INGV. #Etna #forecasting
Automated · AI-assisted · Not advice · #LIwf7
Etna Forecast Classic: 20% within 24h, 59% within 5d for a new ash-positive VONA episode. Aviation/VONA target, not canonical eruption onset; Hawkes remains the benchmark. Educational, not official: follow INGV. #Etna #forecasting
Automated · AI-assisted · Not advice · #LIwf7
#Ukraine #irony #satire #war #experts #divination #fortunetelling #forecasting
А пам'ятаєте ті щасливі, практично романтичні часи, коли в них закінчувалися сракєти? А коли вичерпувався ресур отих, так званих, стратегічних носіїв сракєт? ... mastodon.social/@zoogger/117...
TimePre: Bridging Accuracy, Efficiency, and Stability in Probabilistic Time-Series Forecasting
Lingyu Jiang, Lingyu Xu, Peiran Li et al.
Action editor: Andres Masegosa