From eaf1c316110babaa548dc04c639a5a36ebaff10c Mon Sep 17 00:00:00 2001 From: AHolder1 Date: Tue, 24 Sep 2024 17:30:55 -0700 Subject: [PATCH] begin populating Beware of Common Data Fallacies table --- assure-analyze/analysis.qmd | 65 +++++++++++++++++- .../images/data-fallacy_cherry-picking.png | Bin 0 -> 95135 bytes .../images/data-fallacy_cobra-effect.png | Bin 0 -> 71546 bytes .../images/data-fallacy_data-dredging.png | Bin 0 -> 93208 bytes .../images/data-fallacy_survivorship-bias.png | Bin 0 -> 50266 bytes 5 files changed, 63 insertions(+), 2 deletions(-) create mode 100644 assure-analyze/images/data-fallacy_cherry-picking.png create mode 100644 assure-analyze/images/data-fallacy_cobra-effect.png create mode 100644 assure-analyze/images/data-fallacy_data-dredging.png create mode 100644 assure-analyze/images/data-fallacy_survivorship-bias.png diff --git a/assure-analyze/analysis.qmd b/assure-analyze/analysis.qmd index 67541c3..7363f97 100644 --- a/assure-analyze/analysis.qmd +++ b/assure-analyze/analysis.qmd @@ -42,18 +42,79 @@ There are five main data analysis method types, and each has a different process - understand the limitations of your data and those method(s) - select the method(s) that are most appropriate for your project questions/objectives ++------------------------+--------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | Analysis Method | Purpose | Limitation | -|------------------|--------------------|-----------------------------------| ++========================+====================================================================================================================+============================================================================================================================================================================================================================================================================================================================================================================================================+ | Descriptive Analytics | Summarize and describe data in clear and simple way | Descriptive analyses cannot tell us anything about *why* we're seeing the results, patterns, or trends that are identified. | ++------------------------+--------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | Inferential Analytics | Make (infer) conclusions or generalizations about populations based on sample data | Conclusions can only be made on samples / data that are analysed, and the appropriate use and interpretation of the statistical method used depends on whether the data meets the assumptions of the method. If method assumptions are not met - results and conclusions are meaningless. | ++------------------------+--------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | Diagnostic Analytics | Tell us something about the "why" behind the results, patterns, or trends that are identified | Depending on the data you have and the analysis you are able to use, your results may not be able to identify *the* root cause in the context of the lived experiences of the communities the data you're using are meant to represent. | ++------------------------+--------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | Predictive Analytics | Help identify what might be likely to happen in the future given the previous trends or patterns found in the data | Your ability to predict what may happen is highly dependent on (and limited by) the quantity, quality, and representativeness of the data that you use. If there are gaps in that data you feed your analytical methods, there will be similar gaps in your results. | ++------------------------+--------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | Prescriptive Analytics | Recommend actions or decisions. | The potential analytical methods are complex and require a large amount of quality and relevant data and computing power to be implemented appropriately. One should also consider the implications of the potential actions and decisions being considered using an equity lens. Striking the balance between data-driven insights and equity considerations is essential for advancing equity outcomes. | ++------------------------+--------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ | Causal Analytics | Understand the cause and effect relationships between variables of interest. | All causal analytical tools require strong assumptions and can never fully capture all of the context of the relationships in questions (i.e. extraneous variables that cannot be measured or assessed). If these methods are used, be sure to ground-truth the results with the communities the data you're using are meant to represent. | ++------------------------+--------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ ### **Beware of Common Data Fallacies** -As with any analysis, we need to understand the limits of our data and the methods we use so we interpret the results we find appropriately. Beware of common data fallacies as you're interpreting your results and making conclusions: +As with any analysis, we need to understand the limits of our data and the methods we use so we interpret the results we find appropriately. Below is an overview of common data fallacies to be aware of and avoid as you're interpreting your results and making conclusions[^analysis-1]: + +[^analysis-1]: The bulk of content in this section has been informed by or pulled directly from: [Geckoboard's Data Fallacies](https://www.geckoboard.com/best-practice/statistical-fallacies/) + + \< save images, add to table below and add additional equity considerations. + ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Data Fallacy | Description | Additional Equity Considerations | ++:==============================================:+=================================================================================================================================================+==============================================================================================================================================================================================================================================================================================================================================================================================================================================================================+ +| Cherry Picking | Selecting results that fit your hypothesis or claim, and excluding those that don't. | This doesn't mean you should *always* keep *all* data you have access to (see [Data Processing](https://cawaterboarddatacenter.github.io/equity-data-handbook/collect-process/process.html)). | +| | | | +| ![](images/data-fallacy_cherry-picking.png) | | It's important to be aware of data or results you are excluding and to be honest and transparent about *why* you're excluding it. | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Cobra Effect | Setting an incentive that accidentally produces the opposite result to the one intended. | This is all about unintended consequences of our decisions and actions. | +| | | | +| (aka Perverse Incentive) | | When you're developing your project objectives, be sure to take the [Planning](https://cawaterboarddatacenter.github.io/equity-data-handbook/plan-prep/plan.html) step seriously and take the time needed to answer as many of the questions provided as possible. | +| | | | +| ![](images/data-fallacy_cobra-effect.png) | | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Danger of Summary Metrics | Only looking at summary metrics and missing big differences in the raw data. | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Data Dredging | Repeatedly testing new hypotheses against the same set of data, failing to acknowledge that most correlations will be the result of chance. | It can be exciting to uncover meaningful and logical correlations when conducting your analyses. | +| | | | +| ![](images/data-fallacy_data-dredging.png) | | Similar to cherry picking, it's important to be aware of your analytical methods (and their limitations), and to be honest and transparent about your project objectives before you begin your analysis (see [Plan and Prepare](https://cawaterboarddatacenter.github.io/equity-data-handbook/plan-prep/)) as well as *why* you're accepting or rejecting the results you get after analyses are conducted appropriately. | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| False Causality | Falsely assuming when two events appear related that one must have caused the other. | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Gambler’s Fallacy | Mistakenly believing that because something has happened more frequently than usual, it’s now less likely to happen in future (and vice versa). | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Gerrymandering | Manipulating the geographical boundaries used to group data in order to change the result. | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Hawthorne Effect | The act of monitoring someone can affect their behavior, leading to spurious findings. | | +| | | | +| (aka Observer Effect) | | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| McNamara Fallacy | Relying solely on metrics in complex situations and losing sight of the bigger picture. | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Overfitting | Creating a model that’s overly tailored to the data you have and not representative of the general trend. | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Publication Bias | Interesting research findings are more likely to be published, distorting our impression of reality. | It's important to remember that academic systems - like our government systems and including publishing institutions - have racist origins and biases that have excluded the science, research, and ways of knowing that have come from of Black, Indigenous, and other People of Color (BIPOC) communities. This is why taking the time to develop relationships and partnerships with the communities our decisions and actions may impact is crucial. | +| | | | +| | | Including partners with the expertise that can only come from lived experiences in our projects from the beginnig, and giving that expertise the same weight as academic or research expertise can broaden our perspectives and help prevent publication (and other biases) from negatively impacting our project, process and advancement of equity. | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Regression Towards the Mean | When something happens that’s unusually good or bad, it will revert back towards the average over time. | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Sampling Bias | Drawing conclusions from a set of data that isn’t representative of the population you’re trying to understand. | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Simpson’s Paradox | When a trend appears in different subsets of data but disappears or reverses when the groups are combined. | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Survivorship Bias | Drawing conclusions from an incomplete set of data, because that data has ‘survived’ some selection criteria. | As soon as we get our hands on a dataset it can be tempting to dive into analysis without taking the time to consider that data in the context of our project goals and objectives. Sometimes the data we need to understand every aspect of ideal our project objectives simply does not exist or is not accessible. | +| | | | +| ![](images/data-fallacy_survivorship-bias.png) | | It's important to take the time during the [Plan and Prepare](https://cawaterboarddatacenter.github.io/equity-data-handbook/plan-prep/) phase to understand what data are needed to achieve the objectives of your project, what data are actually available, and to understand what all of that means for your [Collect and Process](https://cawaterboarddatacenter.github.io/equity-data-handbook/collect-process/) phase, and how that might impact your interpretation. | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| | | | ++------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ # Resources diff --git a/assure-analyze/images/data-fallacy_cherry-picking.png b/assure-analyze/images/data-fallacy_cherry-picking.png new file mode 100644 index 0000000000000000000000000000000000000000..cd1397d0382ceaa9b4dde4d3314b432ecc972db3 GIT binary patch literal 95135 zcmV)7K*zs{P)|0002}{{IluRQ>(?`S|(!{QLU)`V(!u zs;H;#?(XR4=kxOO=H=$7rlr=@)Va90xVE;@&(GG@*7o-I7#9-i>gpXE7t6`XudS@K zva#^*@8jX(&(6-}TCy zs+W|LlaY{)iiyR<#H^{Qo|~G0eSEySy3WkZetUVDmX(Z%hsDFf4gmnCq@%yRyq}$% z$;ilTX=lE>yM}^+T31zXYiep{WFjCPU0GLrd3S<;e!#xIWno{`($b@$pmA+%XJlfU zn3pjuC}3M!*x1-VJ2-@ae@#e66Vg+)v$JAeTtz@WR8LJpK0AkmgDoi~iid?eHZpm2 zbkx(-qMx6Mg@jK_NHZ@hM?^r{*x0+cxL8zC8xaF^ac^^PZgz5Ux3sgLo}PMlc1lJ= zP)$ocIW>25a#m4KI5aROBOn*kR5md#0Mk(@A{?Qfo+&6J9~TS}3jr-AAOO-ywzah# z(^DfG5+c-DB_9|U1^@ujLJHSb71vlR)m@|KuK4`-_51U%>bVQkQheW!Leg8j?ZiRY zYS;7G=?4q}@A~g>-iRK@P|xwxOxJ5!+j%6bN8R<`W7uP?6%DX54=&(NToigEi7vcG!AP+H+XfYmwZJ9=S`P;G9v@Ue@i-HoZ|I zd^ED=u_u*3AZ97=_v^3YrU1`3;_})yODG)!5(HfhJ*-OuHv$l&JZjTtM^rW|2Oc(Q zGIqgsR;pM(ETA{w0 zmdAWH87v~5%OBxpT^E_F}~ zS_M%mFzg^<2W68zbXhzU5r~HrgKAG6>d>+Owl^csUDu(*YS6;(vpe%<=e-?vV7~0| zo^$U1r&tWmxg0U_ggBQ+5rT6rhXCn&Ea&p3TkDOi5y9 z2gJENEIFjV8R$wW)A09U04%lQi7M!6Xta z0f7qf09H(yk;V)awjNzl<^iB$PzOLW5*75r8CKBL0P$-;W+os*=IRqlww| z?`zBJa|^A7xtHz5v-U=}Qxv^kcjs(%b#ry8(`mPhqSNWNi;dk@t8@5#<#1_nXYp)v zbG5gz-R|wQi*C0l+TGp#t=8Pyn}g+Yq| zcTOfTyV(p`Qnr?|6ewtg(pu5_;8BlnKKSOp;fpUm z`lNq>$M4>mB#^o!=s`XDHJzEv471$%e)s!*%bol;3U5~`b!Jm_xP5SBXl3X4Y;k#g zVdvRrjJvikK78xr#g8xcFqN(@9G9-WTkE>6KGGHO?X%BjPd|2jzL?!Q8y!A)TwYhz z8|>*U@|%o>8D&WuW{R)%^?p%>`M z$@vrvRzAu7bQn6!?a6N#$O+{-8ag{mb8>r1Ehf{vA7o;}WP(|?f5Pu8nkPpw8jXd; 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