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Smart Reasoning:

C&E

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Qaagi - Book of Why

Causes

Effects

Random variations in the datatoo ... may createforecasting errors

I enjoy the analysis areas where you see a different way of looking at the data which illimunates an issue - eg analysing risk and cont budgets compared to labour costs - Often majorly out of synccreatesforecasting errors

forecasters ’ assumptions , which turned out not to be accurate(passive) are most caused byForecasting errors

two simple reality checks to helppreventforecast error

errors ... assumptionleadsto forecasting error

a recession and to occur in smaller states that rely heavily on revenues from only a few sectors of the economy or specific revenue instruments(passive) to be caused byForecasting errors

unexpected shocks to supply or to demand(passive) are caused byforecasting errors

solar effects(passive) caused byforecasting errors

us in appropriate circumstances(passive) caused byforecasting errors

seasonal fluctuationsmay causeforecasting errors

Panel estimation techniques that fail to consider both heterogeneity and cross - sectional dependence across countriesmay causeforecasting errors

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

An error in assumptionsmay resultin forecasting error

stochasticity in drought behaviours(passive) caused byforecast error

revenue punctuations in government revenue collections(passive) caused byforecasting errors

any variation in the output in unitswill causeforecasting errors

Bias which is somethingcan preventforecasting errors

Spreadsheetscauseforecasting errors

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

the various modelsleadto forecasting error

external or unpredictable events(passive) caused byforecasting errors

a “ software glitch ” ( not those September or October pricing glitchescausinga forecasting error

the Fiscal Framework(passive) set byforecast error

culture(passive) caused byforecasting errors

high uncertainty as much as possible(passive) caused byforecasting errors

the Bank 's economic models ... unableto preventforecasting errors

bullwhip effects(passive) caused byforecasting errors

non - linearitiesleadto forecasting error

Some factorsleadingto forecasting error

the expansion of wind power and photovoltaics(passive) caused byforecasting errors

a mistake ... the Perdue Administrationcauseda forecasting error

In weekend , the load mode is more diverse and complex ,leadsto the forecasting error

the holiday of Chinese New Year(passive) caused bythe forecasting error

either in too little or too much inventorycan resulteither in too little or too much inventory

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

from “ Inappropriate Monetary Policy ” | Historinhas ← Time for “ liftoffresultfrom “ Inappropriate Monetary Policy ” | Historinhas ← Time for “ liftoff

in a material 2015 budget imbalance ... and ... as we showed in last week ’s notewill ... resultin a material 2015 budget imbalance ... and ... as we showed in last week ’s note

the actual supply of reserve balances to deviate from the intended level and ... hencewill leadthe actual supply of reserve balances to deviate from the intended level and ... hence

2.2.3.2 Overproduction(passive) Caused by2.2.3.2 Overproduction

a mathematic expectation of the power shortage(passive) caused bya mathematic expectation of the power shortage

when the aggregation level of the time series ( months , weeks , etc . ) is either too fine or too coarse for the data to be forecastcan resultwhen the aggregation level of the time series ( months , weeks , etc . ) is either too fine or too coarse for the data to be forecast

to poor investment decisionscan leadto poor investment decisions

to unbalanced supply - demand , which adversely affects the operational cost , reliability and efficiencyleadto unbalanced supply - demand , which adversely affects the operational cost , reliability and efficiency

significantlymay ... influencesignificantly

thuscan ... leadthus

in cash flow challengesalso resultsin cash flow challenges

from incorrect assumptions in models and/or inability / unwillingness to obtain good dataresultingfrom incorrect assumptions in models and/or inability / unwillingness to obtain good data

in suboptimal decisionsresultin suboptimal decisions

in concerns about stock prices and regulatory issuescan even resultin concerns about stock prices and regulatory issues

to unbalanced supply - demand relations , which have a negative impact on the operational costs and , more importantlyleadto unbalanced supply - demand relations , which have a negative impact on the operational costs and , more importantly

to choices that make the self and others worse offmay leadto choices that make the self and others worse off

serious headachecreateserious headache

serious headachescreateserious headaches

in excess inventory , which may lead to markdowns and inventory valuation adjustmentsmay resultin excess inventory , which may lead to markdowns and inventory valuation adjustments

to substantially increased costscan leadto substantially increased costs

to policy mistakes which , in turn , contributed to the collapse of thousands of businesses in 1990have ledto policy mistakes which , in turn , contributed to the collapse of thousands of businesses in 1990

in lossesresultsin losses

to huge amounts of money being lost due to incorrect funding decisionscan leadto huge amounts of money being lost due to incorrect funding decisions

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

non - stationary problem where the two control both to stockouts occurring with unsatisfied parameters change from period to periodleadnon - stationary problem where the two control both to stockouts occurring with unsatisfied parameters change from period to period

in overstocks or inventory shortfalls ( Welborn & Kasten , 2007resultin overstocks or inventory shortfalls ( Welborn & Kasten , 2007

some to turn out to be higher or lower than the actual impact of the lawwould leadsome to turn out to be higher or lower than the actual impact of the law

to higher inventory level Moving towards an enterprise - wide toolwere leadingto higher inventory level Moving towards an enterprise - wide tool

in excess merchandise or out - of - stock products and missed opportunitiescan resultin excess merchandise or out - of - stock products and missed opportunities

to a large increase in the number of untrained teachersleadingto a large increase in the number of untrained teachers

to reduced inventoryleadingto reduced inventory

to significant deviations from actual results and represent significant operational costscan leadto significant deviations from actual results and represent significant operational costs

variability in the supply chainthus causingvariability in the supply chain

to notice(passive) are caused byto notice

to a wrong a decisionledto a wrong a decision

to higher inventory levels Catherine Clark , Director of IT , Corning Incorporated Laura Knapp , Supply Chain Project Manager , Corning Incorporated Tushar Bhalla , Chief Architect , Intrigo Systemsledto higher inventory levels Catherine Clark , Director of IT , Corning Incorporated Laura Knapp , Supply Chain Project Manager , Corning Incorporated Tushar Bhalla , Chief Architect , Intrigo Systems

to underestimated demand planninghad ledto underestimated demand planning

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

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Smart Reasoning:

C&E

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