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Smart Reasoning:

C&E

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Qaagi - Book of Why

Causes

Effects

a number of factors including duplicate records , incomplete or outdated data , and the improper parsing of record fields from disparate systems(passive) can be caused byDirty data

several factors , including duplicate records , incomplete or outdated data , and the improper parsing of record fields from disparate systems(passive) can be caused byDirty data

human error when they are entered(passive) caused byDirty data

Microsoft Dynamics GP with Jet Reportspreventsdirty data

a number of factors , such as duplicate records , stale or incomplete data , and improper data collection methods(passive) can be caused byDirty data

two concurrent write operations(passive) caused bydirty data

a number of factors including : inaccurate , incomplete or erroneous data such as spelling or punctuation errors , incorrect data or incorrect data type associated with a field , incomplete or outdated data , duplicate data , inconsistent data(passive) can be caused byDirty data

a number different factors , which might include : records not updated by the NCOA , updated “ Panders ” ( those that do not want to receive direct mail ) , incomplete data , and duplicates(passive) can be caused byDirty data

when business databases become inaccurate(passive) is causedDirty data

factors like duplicate records , incomplete or outdated data , and the improper description of record fields from different systems(passive) can be caused byDirty data

factors such as duplicate records , incomplete or outdated data , and the improper description of record fields from different systems(passive) can be caused byDirty data

Another problemcausingdirty data

duplicate but subtly different records , or incomplete or outdated data(passive) caused bydirty ” data

a hunch the current appis creatingdirty data

Given that cleaning data sources is an expensive processpreventingdirty data to be

All this interference and noisecreatesdirty data

Company PracticesCan CauseDirty ” Data

This oft encausesdirty data

human errors , system limitations and many other varying factors(passive) caused bydirty data

entity constraint issues(passive) caused bydirty data

erroneous data ’s often unavoidable – anything from incomplete reporting to technical glitchescan causedirty ” data

Once a company has identifiedcausesdirty data

contradictions , disparities , keying mistakes(passive) caused bydirty data

These methods ... the end usercreatesdirty data

an impending sensor failure or a network disruption or error(passive) caused bydirty data

a nice and cheap mechanismto preventdirty ' data

All the warmistscreatedirty data

the potential issuescausedirty data

your SOPs are purifiedto preventDIRTY DATA

how to avoidcreatingdirty data

duplicate records and reduces duplicate work for protein engineers(passive) caused bydirty data

I would recommend implementing this because of thisto preventdirty data

the following(passive) is caused byDirty data

The truth iscreatesdirty data

how difficult it isto preventdirty data

when reality is different from what is captured and stored Typical steps in Data Cleansing- Data Analysis Defining Transformation Workflows and Mapping Rules(passive) is createdDirty data

establish constraintsto preventdirty data

to determineis causingdirty data

Setup your own standardsto preventdirty data

Strategy 1Preventdirty data

a lot of problems for dealershipscan causea lot of problems for dealerships

to questionable resultsleadsto questionable results

to dirty resultsleadsto dirty results

to unusable resultsto leadto unusable results

poor resultscausespoor results

to inaccurate data analytics results and wrong business decisionsleadsto inaccurate data analytics results and wrong business decisions

real problemscan causereal problems

some serious problemscan createsome serious problems

reliability problemscan causereliability problems

many problemscan causemany problems

minor problemscan causeminor problems

many issues(passive) caused bymany issues

latency issuescauseslatency issues

other similar issues(passive) caused byother similar issues

various other issues(passive) caused byvarious other issues

major problems with data warehousesis causingmajor problems with data warehouses

inevitablywill ... leadinevitably

to a lot of issues for your sales and marketing teamscan leadto a lot of issues for your sales and marketing teams

to unsatisfactory results if usedmay leadto unsatisfactory results if used

to inaccurate and unreliable resultscontributesto inaccurate and unreliable results

confusion , uncertainty , and resultscausesconfusion , uncertainty , and results

you from getting good resultspreventsyou from getting good results

from a variety of causes , including manual data entry errors , optical character recognition ( OCR ) mistakes , data transformation errors , duplicate data and morecan resultfrom a variety of causes , including manual data entry errors , optical character recognition ( OCR ) mistakes , data transformation errors , duplicate data and more

Data quality problems(passive) are mainly caused byData quality problems

to the following communications problemscan leadto the following communications problems

to data integrity issuescan leadto data integrity issues

to the wrong decisions being mademay leadto the wrong decisions being made

in poor operational results and decisionsresultingin poor operational results and decisions

to incorrect analysis and bad decisionsleadsto incorrect analysis and bad decisions

a wide array of problems for businessescan causea wide array of problems for businesses

all kinds of problems in dental practicescausesall kinds of problems in dental practices

major headaches for businesses ... as it can make analysis difficult and skew the resultscan causemajor headaches for businesses ... as it can make analysis difficult and skew the results

to issues you do n't want to have to handleleadsto issues you do n't want to have to handle

companies to come to incorrect conclusions and lead to poor decision - makingcan causecompanies to come to incorrect conclusions and lead to poor decision - making

trouble in the new Tripod by Barbara Weircan causetrouble in the new Tripod by Barbara Weir

to significant costs , such as higher customer turnover , excessive expenses from customer contact processes like mail - outs and missed sales opportunitiesleadsto significant costs , such as higher customer turnover , excessive expenses from customer contact processes like mail - outs and missed sales opportunities

to inaccurate business intelligence , wrong CRM segmentationleadsto inaccurate business intelligence , wrong CRM segmentation

confusion for the mining procedure ... resulting in unreliable outputcan causeconfusion for the mining procedure ... resulting in unreliable output

problems for machine - intelligence - enabled algorithmscan createproblems for machine - intelligence - enabled algorithms

small and significantly large problems for businessescan causesmall and significantly large problems for businesses

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Smart Reasoning:

C&E

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