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Qaagi - Book of Why

Causes

Effects

Climate change may affect some of the factors used in forecasting , he said ,resultingin forecast error

exogenous factors , such as environmental scanning deficiencies , macroeconomic disruptions , technological discontinuities , as well as other factors ( Hambrick & Mason , 1984(passive) caused byforecast errors

changes in conditions that generated the past data , for example(passive) can be caused byForecast errors

incorrect input data and assumptions or changes in lapse time(passive) are typically caused byForecast errors

unexpected consumer behavior , power outages and loss or reduced supply(passive) are caused byForecast errors

Forecast biasresultsfrom a forecast error

typically(passive) are ... causedForecast errors

The context of the forecasting exercise ... in whichcan leadto forecast error

anomaliescontributeto forecast error

The difference ... systematic non - sampling errorscontributeto forecast error

also(passive) can ... be causedForecast errors

both hydrologic process representation in the NWM , as well as meteorological precipitation forecast errors(passive) to be influenced byforecast errors

subjective means by estimates from informal sources or forecasts(passive) can be created byerror forecasts

item proliferationcontributeto forecast error

the interaction of parameterization schemes(passive) created byforecast errors

Assuming that a front will look " classical " can be a very bad assumption in some instancescontributingto forecast error

This pattern of forecast errors ... country characteristicsmay ... influenceforecast errors

This pattern of forecast errors ... a variety of country characteristicsmay ... influenceforecast errors

theses uncertainties(passive) caused byforecast errors

various aspects of the forecasting problemmay contributeto forecast error

recognizecausesforecast errors

features such as nonlinear advective dynamics , the rest of the dynamics , deep cumulus convection , large - scale condensation physics , radiative processes , and the rest of physics(passive) contributed byforecast errors

always lag trendsresultsin forecast error

stochasticity in drought behaviours(passive) caused byforecast error

the effect of the wind in a predetermined section(passive) is caused bya forecast error

two simple reality checks to helppreventforecast error

always lag doub , eresultsin forecast error

the number of different versions of a base SKU , or the number of possible shipping locationscontributeto forecast error

Missed opportunitiesto preventforecast errors

the Fiscal Framework(passive) set byforecast error

Most eventscontributeto forecast error

minor costsresultfrom forecast error

within 1 day ITCZ regime , forecast T error , July 1998 Total tendency Advective tendency Physics tendency --- Control--- Neale + Richter--- Zhang--- Wu ITCZ regime(passive) is setforecast error

a weak physical processcontributingto forecast error

potential income tax reconciliationsresultingfrom forecast error

the load and wind / solar forecasts(passive) caused bythe load and wind / solar forecasts

from errors in the initial conditions that , due to the chaotic nature of the atmosphere , grow with time , or from model deficiencies ( which we do not consider in this papercan originatefrom errors in the initial conditions that , due to the chaotic nature of the atmosphere , grow with time , or from model deficiencies ( which we do not consider in this paper

in excess merchandise or out - of - stocks and missed opportunity Winning At Retailcan resultin excess merchandise or out - of - stocks and missed opportunity Winning At Retail

to significant costscan leadto significant costs

in imbalance positionsresultin imbalance positions

the load and wind forecasts(passive) caused bythe load and wind forecasts

to the possible robustification of forecastsleadingto the possible robustification of forecasts

to higher inventory carrying costs for the companyleadingto higher inventory carrying costs for the company

a supplier to under or overestimate demand , which can lead to stock outscan causea supplier to under or overestimate demand , which can lead to stock outs

to huge loss across supply chainmay leadto huge loss across supply chain

to policy errors , which are costly & risk undermining the credibility of the Bankleadto policy errors , which are costly & risk undermining the credibility of the Bank

the results of a power outage model ... highlighting the importance of considering uncertainty when using hurricane forecasts in decision - support applicationscan influencethe results of a power outage model ... highlighting the importance of considering uncertainty when using hurricane forecasts in decision - support applications

a significant source of uncertainty for power system planning and operationcontributea significant source of uncertainty for power system planning and operation

to catastrophe ( overly - optimistic forecasts ) or economic turmoil / resignation ( overly - pessimistic forecastsmay leadto catastrophe ( overly - optimistic forecasts ) or economic turmoil / resignation ( overly - pessimistic forecasts

from using typical demand planning software , which bases forecasts on historical aggregated salesresultfrom using typical demand planning software , which bases forecasts on historical aggregated sales

in increased operating costs [ 1 ... predicting a lower load than the actual load results in utilities not committing the necessary generation units and therefore incurring higher costs due to the use of peak power plantsresultin increased operating costs [ 1 ... predicting a lower load than the actual load results in utilities not committing the necessary generation units and therefore incurring higher costs due to the use of peak power plants

to needless preparationsleadto needless preparations

stockoutscausestockouts

spares(passive) caused byspares

to substantial debt accumulationleadto substantial debt accumulation

to policy errors that increase volatility with widespread economic consequencescan contributeto policy errors that increase volatility with widespread economic consequences

you to run out of stockcauseyou to run out of stock

to making the wrong policy choicescan leadto making the wrong policy choices

by pooling when aggregate models are compared to single - country modelsare ... influencedby pooling when aggregate models are compared to single - country models

2.2.3.2 Overproduction(passive) Caused by2.2.3.2 Overproduction

more purchasing electricity cost or breaking - contact penalty cost to keep the electricity supply and consumption balancecausesmore purchasing electricity cost or breaking - contact penalty cost to keep the electricity supply and consumption balance

either on the supply or revenue sidecan resulteither on the supply or revenue side

frequent product shortagescausedfrequent product shortages

frequent surpluses and shortagescausedfrequent surpluses and shortages

you to carry too much inventorycan also causeyou to carry too much inventory

GDP growth ratecausesGDP growth rate

the uncertainties(passive) caused bythe uncertainties

a wind farm operator from holding a firm production commitmentpreventa wind farm operator from holding a firm production commitment

to the bullwhip effectalso contributeto the bullwhip effect

from a little disturbance in the mid levels that reinforced the cool side of the front with showersresultedfrom a little disturbance in the mid levels that reinforced the cool side of the front with showers

in lost business ... if forecast is low ) or high inventories ( if forecast is too highcan resultin lost business ... if forecast is low ) or high inventories ( if forecast is too high

from lagswill resultfrom lags

in regions where diabatic processes are strong and observation and modeling systems are least reliableoriginatein regions where diabatic processes are strong and observation and modeling systems are least reliable

from initial data for the initial error sensitivity studyoriginatingfrom initial data for the initial error sensitivity study

an enormous surplus inventorywere creatingan enormous surplus inventory

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