Note: this post is intentionally long so as to provide as full and comprehensive picture as possible about the analysis that it describes. For those not interested in the details, read the first few paragraphs and then skip to the “summary” section at the end.
Much has been written recently regarding the incidence of LGBT youth suicides in the Mormon community in the wake of the November 2015 handbook policy change that categorizes same-sex married couples as “apostates” and forbids baptism to children in same-sex married households. While there is a great deal of anecdotal evidence supporting this connection, more rigorous empirical data is harder to come by.
Recently, Daniel Parkinson and Michael Barker presented a wide range of evidence examining direct, indirect, and anecdotal evidence examining the relationship between LGBT culture/norms and youth suicide rates in the Mormon community. They conclude that while there is little direct evidence, there is sufficient indirect and anecdotal evidence that, when combined with the direct evidence, strongly points to a link between these factors.
One of the data points presented was the rate of suicide among youth aged 15-19 in Utah compared to other comparable states over the past several years. They argue: “Suicide is the number one cause of death of all Utah youth; this is not the case nationally. More alarming, the teen suicide rate in Utah has doubled since 2011. … While Utah had a doubling of suicides among teens, the rest of the country did not see a substantial increase in their suicide rate.”
While this piece of evidence is important and, when considered in light of the other evidence they present, certainly supports the argument that the approach to LGBT issues in the LDS Church are strongly influencing suicide rates among young Mormons, the analysis is also somewhat limited in that we cannot be certain, as Parkinson and Barker readily admit, that this relationship is not “spurious.” That is, it is also possible that there are other factors which affect suicide rates that are also higher in Utah that could be causally affecting these tragic outcomes.
Previous research has identified a number of aggregate factors that affect suicide rates in communities. These include demographic factors like race/ethnicity, age, education, income, and divorce. They also include things like population density and rates of mental illness and gun ownership. (See here, here, and here, for example.)
It is possible to control for these factors by using a statistical tool called “multivariate regression analysis.” In essence, a regression analysis identifies the unique effect of Variable X on Variable Y while simultaneously controlling for the effect of all the other variables that could also be causing Y. In this case, we further examine the relationship reported by Parkinson and Barker by analyzing the prevalence of Mormonism in a community on suicide rates while statistically controlling for these other factors that also contribute to suicide rates, such as demographics, gun ownership, and mental illness.
To perform this analysis, I examine the effect of the proportion of individuals in all U.S. states that identify as Mormon on the per-capita rates of suicide among youth in those states aged 15-19 in both 2009 and 2014, the latter being the latest year that such data is currently available from the CDC.[1] I look both at 2009 and 2014 to see if there is a change during that five-year interval, as the disconnect between LDS church rhetoric and societal views on LGBT issues has arguably drastically diverged in many ways during that time (more detail available in the original Parkinson and Barker post, which shows that rates were fairly stable before 2009).
I obtained the % Mormon in each state from the 2014 Pew Religious Landscape Survey. The CDC lists suicide rates in a state only if there are more than 10 in any particular year, thus some states are excluded from the analysis. In all, the CDC provides sufficient information so that 46 states are included in the full statistical analysis and 42 are included in the analysis of the rate of change in suicide rates between 2009 and 2014 (more details below). This is also important as Parkinson and Barker examine suicide rates in Utah, Arizona, and Colorado. Here we are able to extend the analysis the majority of all U.S. states to examine whether these trends are generalizeable to the entire country.
For the control variables, I include % black, % Latino, % Asian, % bachelor’s degree, % divorced, median income, and median age as given by the 2014 American Community Survey (1-year estimates). I also include % LGBT as the research summarized by Parkinson and Barker show a link between LGBT identity and suicide risk. This data comes from the Gallup organization and reported here. The rate of serious mental illness rates among the 18-25 population (averaged 2013/2014) is obtained from the Department of Health and Human Services. While the 18-25 demographic is not identical to the 15-19 age group under consideration, it is the closest age group currently available from the DHHS. Gun ownership rates per state obtained from 2015 data available here.[2]
First, I present the correlations between % Mormon in a particular state and the rates of suicide among 15-19 year-olds in 2009, 2014, and the rate of change in suicide rates in each state during that 5-year interval.
State % Mormon | 2009 youth suicide rate | 2014 youth suicide rate | 5-year rate change | |
State % Mormon | 1 | |||
2009 youth suicide rate | 0.099 | 1 | ||
2014 youth suicide rate | 0.411* | 0.703* | 1 | |
5-year rate change | 0.436* | -0.209 | 0.475* | 1 |
An asterisk (*) indicates that the relationship is “statistically significant,” meaning that there is a 95% chance that the relationship we observe is real and not due to random sampling error. (See more here.) Relationships that are not statistically significant may simply have appeared at random.
Here we see that there is no statistically significant relationship between the proportion of Mormons in a state and suicide rates among youth aged 15-19 in 2009. We do see, though, that there is a positive and statistically significant relationship between the two in 2014. This means that suicide rates for 15-19 year-olds in 2014 were higher in states where there were a higher proportion of self-identified Mormons. The correlation is 0.41 which is a moderately strong relationship for social and demographic variables. We also see a similar correlation between % Mormon in a state and the rate of increase in suicide rates in a state between 2009 and 2014. This means that the more Mormons there are in a state, the faster the suicide rate increased over a five-year period, regardless of the objective levels of suicide rates in both 2009 and 2014.
To examine this visually, consider the following graphs. The first presents per-capita age 15-19 suicide rates in 2009 and 2014 among all U.S. states for which CDC data is available (i.e. higher than 10 suicides per 100,000). The states are ranked left-to-right in order of proportion of Mormon residents.
Note that on the left side of the graph (the states with the highest % Mormon), the difference between the blue bars (youth suicides per capita, 2009) and red bars (youth suicides per capita, 2014). Then compare with the bars in the rest of the graph. States with the highest % Mormon tend to have much higher objective youth suicide rates in 2014 as well as higher increases in youth suicide rates over the 5-year period.
This graph plots the percent change in youth suicide rates from 2009 to 2014:
Observe the obvious trend line: 5-year changes in youth suicide rates increase as a state has an increasingly high proportion of Mormon residents.
As stated previously, it is important to remember that “correlation does not imply causation.” There could be other factors correlated with both the % Mormon in a state as well as suicide rates for high school-aged youth in states, making the relationship between the two spurious.
Thus, here are the results of three multivariate regression analysis which determines the effect of % Mormon in a state on youth suicide rates in 2009, 2014, and the 5-year rate of change between them.
2009 youth suicide rates | 2014 youth suicide rates | 5-year rate of change, 2009-2014 | |
% Mormon | -10.92 (7.70) | 19.63 (8.67)* | 1.84 (0.90)* |
Population density | -.00 (.00) | -.00 (.00) | .00 (0.00) |
% black | -16.2 (6.02)* | -17.11 (7.48)* | -.35 (.70) |
% Latino | 4.40 (5.39) | -9.07 (7.08) | -.1.14 (.65) |
% Asian | .55 (7.37) | -22.76 (34.96) | 3.61 (3.33) |
% bachelor’s degree | -26.56 (21.55) | -39.20 (26.00) | 1.52 (2.50) |
Median age | -.16 (.37) | -.36 (.41) | -.02 (0.04) |
Median income | .00 (.00) | .00 (.00)* | .00 (0.00) |
% divorced | -96.39 (40.29)* | 63.41 (52.19) | 4.93 (4.81) |
% gun ownership | 8.43 (6.79) | 23.86 (7.34)* | .84 (0.80) |
% LGBT | -135.27 (96.33) | 77.27 (117.49) | 18.66 (11.89) |
% serious mental illness | -.03 (.02) | .01 (.03) | -.00 (.00) |
N | 43 | 46 | 42 |
Adj R-squared | .65 | .69 | .25 |
For a primer on how to interpret regression statistics, see here. For the rest of us, this is what to pay attention to:
- There are asterisks next to some variables but not others. As explained before, the asterisks indicate that the variable is “statistically significant,” indicating that we are highly confident (at least 95% confident in this case) that the relationship is real and did not appear randomly. The variables without asterisks are not clearly linked to the outcome variables (in this case, suicide rates) and could simply be random.
- Look at whether the first number (the one not in parenthesis) next to the variable is positive or negative. If it is positive it means that as that variable increases, so does the outcome variable (in this case, suicide rates). If it is negative it means that as the variable decreases, the outcome variable (suicide rates) increases.
What do we learn from this multivariate regression analysis?
First, the proportions of Mormons living in a state had no relationship with youth suicide rates in the state in 2009, as observed earlier with the correlation analysis.
Second, even after statistically controlling for a host of demographic and other relevant variables such as state density, gun ownership, serious mental illness, etc. the proportion of Mormons in a state is associated with higher levels of youth suicide rates in that state in 2014. Further analysis (not shown) shows that, controlling for all these other factors, youth suicide rates increase from 11.1 per 100,000 to 21.9 per 100,000 as the % Mormon moves from its minimum in a state (less than 1%) to its maximum in a state (55% in Utah). These are objectively small numbers, but it means that (again, controlling for other factors) youth suicides are twice as high in states with the highest levels of Mormon residents compared to states with the lowest levels of Mormon residents.
By way of comparison, the effect of gun ownership on youth suicide rates is roughly a factor of four, meaning that youth suicide rates are four times as high in states with the highest levels of gun ownership (62% in Alaska) compared to the states with the lowest levels of gun ownership (5% in Delaware). Again, by way of comparison, this means that the effect of % Mormon in a state on youth suicide rates is about half that of gun ownership. Or in other words, Mormon prevalence in U.S. states doubles youth suicide rates, while gun ownership quadruples them.
Third, even after statistically controlling for a host of demographic and other relevant variables such as state density, gun ownership, serious mental illness, etc. the proportion of Mormons in a state is associated with faster increases in the rate of youth suicides over a five-year period between 2009 and 2014. Further analysis (not shown) shows that the rate of change in youth suicides in a state moves from 17.3% to 118.9% as a state moves from less than 1% Mormon to 55% Mormon. As shown by Parkinson and Barker, suicide rates among Utah youth more than doubled over this five year period. It is also notable that there are no other factors that reliably predict increases in youth suicide rates during that same time period except for % Mormon in a given state.[3]
IMPORTANT CAVEATS:
It is important to specify what this analysis does NOT say. As was explained by Parkinson and Barker, it is nearly impossible to accurately measure the sexual orientation of those who commit suicide (as sexual orientation is not included on death certificates). Thus, we cannot definitively say one way or the other that the youth suicides recorded by the CDC and used in this analysis are LGBT individuals. Nonetheless, there is a host of indirect and anecdotal evidence that strongly suggests that LGBT youth are likely a significant proportion of these suicides in the states with higher proportion of Mormon residents.
Also, because this analysis relies on aggregate data, we cannot definitely say one way or the other the religious identification of those youth who committed the suicides reported by the CDC. It may or may not be the case that those youth are Mormons; we cannot say for sure based on this evidence because individual relationships cannot be inferred from aggregate patterns. It is impossible to definitely know from this data, for example, whether 1) a higher % Mormon in a community drives more Mormon youth suicides OR 2) a higher % Mormon in a community drives non-Mormon youth to commit suicides at higher rates (or some combination of the two).
Further, this data comes from 2009 and 2014 so we cannot say anything definitive from this evidence alone about the effect of the November 2015 handbook policy change on youth suicide rates in Mormon communities. Further data and research would be needed to speak specifically to that topic.
As an additional check, I repeated each of the correlational and regression analyses presented above substituting % Evangelical and % weekly church attendance for % Mormon. This was to see whether the effects shown above also applied to other religious traditions with conservative LGBT rhetoric and perspectives (Evangelical) or whether it applied to religious environments in general. Neither % Evangelical nor % weekly church-attendance are correlated with the three youth suicide variables analyzed above. Further, neither of these variables is predictive of an increase in youth suicides when substituted for % Mormon in the regression analyses displayed above. In fact, there is some evidence that % Evangelical actually decreases the rate of youth suicides in 2014 (p=0.07) and also the 5-year rate of change between 2009 and 2014 (p=0.07). This effect, though, could be an artifact of the reality that more Mormons in a state is correlated with fewer Evangelicals in a state.[4]
SUMMARY:
Despite these limitations, what we can say with some degree of confidence is this:
- In 2014, a higher proportion of Mormons in a state was associated with a higher level of suicides among those aged 15-19 in that state, controlling for a host of other relevant factors that are also linked to aggregate suicide rates. All other things being equal, the presence of Mormon residents in a state doubles the rate of youth suicides as the rate of Mormon residents moves from its minimum to maximum value.
- This association did not exist in 2009.
- The proportion of Mormons in a state is the only factor of all those included in the analysis (including factors most commonly identified as contributing to suicide rates) that is associated with an increase in the rate of youth suicides between 2009 and 2014. As Mormons move from their minimum to maximum population in a state, the rate of increase in high-school aged suicides moves from 17% to 119%. In other words, the more Mormons there are in a state, the faster suicide rates increased between 2009 and 2014.
Because the CDC does not track the sexual orientation of suicide victims, this evidence does not and cannot show a definitive link between Mormon religious context and LGBT suicide rates in U.S. states. This should in no way be considered the “final” or “definitive” word on the topic. However, Parkinson and Barker provide a plethora of evidence supporting the theorized linking mechanisms between LDS Church rhetoric and policies on LGBT issues and suicide rates among Mormon LGBT youth during this time frame. Thus, the evidence presented here merely provides an additional “data point” which supports the theorized relationship, making it increasingly difficult (yet not impossible) to argue that the recent increase in suicides among Mormon LGBT youth are unrelated to the religious context fostered by the LDS Church and its leaders toward the LGBT community.[5]
Finally, this information is not intended to condemn. Rather, it is presented to contribute to the conversation on this important topic that literally has life-and-death implications. It is clear that there is a problem. The more information we have available to us the sooner we can craft an effective solution.
NOTES:
[FN1] Suspecting that suicide rates among the 15-19 age group might represent an overly narrow segment of the youth population, I repeated all these analyses for state suicide rates among the 10-29 age group in each state and the link between % Mormon and suicide rates disappeared entirely. This means that the link between % Mormon in a state and youth suicide rates is limited specifically to the high school age group 15-19.
[FN2] Also, I originally included % weekly church-going in each state as a control variable on the logic that environments that are more religious in general would also possibly contribute to youth suicide rates. This variable was removed, though, due to multicollinearity as % Mormon and % weekly church-going are very highly correlated (congratulations Mormons!). The substantive results of the analyses shown above were unchanged when % weekly church-going was included, indicating that it is not a significant predictor of youth suicide rates.
[FN3] The state of Wyoming was one of the few states excluded from this analysis because the CDC reports fewer than 10 suicides per 100,000 in 2009, thus we cannot calculate a rate of increase between 2009 and 2014. This is important because Wyoming has the third highest rate of Mormon residents in the country (9%). However, if we assume a rate of 10 in 2009, it makes the rate of increase between 2009 and 2014 192%. Including this assumption in the model increases the substantive effect of % Mormon on increase in youth suicide rates by an additional 61% (17% to 119% not including Wyoming; 18% to 180% including Wyoming).
[FN4] Including both % Mormon and % Evangelical in the regression models leaves both variables statistically insignificant. The variable for % Mormon in 2014, however, is significant at p=0.15. So while in this model we are not able to say with 95% confidence (the traditional standard of confidence) that % Mormon is associated with higher levels of youth suicides when controlling for % Evangelical, we can say that we are 85% confident. A similar effect happens for the effect of % Mormon on 5-year rate of change. Our confidence in the effect of % Mormon of 5-year increases in youth suicides decreases from 95% to 78% (p-values of 0.05 and 0.22, respectively).
[FN5] Interested observes should offer plausible alternative explanations for this observed relationship and then empirically test them with rigorous social science tools. The link between the LDS approach to LGBT issues and LGBT youth suicides is only inferred by these results, but supported by a myriad of indirect, anecdotal, and theoretical arguments. Here we have also shown evidence against other possible explanations including mental health rates, gun ownership rates, and other demographic factors. It is still possible, though, that something else is driving both of these variables. In the absence of a compelling alternative explanation, then, the LGBT link is (in my judgment) the most plausible and compelling offered so far.
Featured image credit: http://smartpointresearch.com/quantitative-analysis-a-closer-look/
This data is something we should all be aware of. We can’t know for sure all the specific reasons for these statistics but what we can be sure of is Mormon teenagers are at risk. Something is happening that we need to be discussing and proactive about. Too many lives are being lost. Let’s not be so uncomfortable about the topic that we are unwilling to recognize these statistics. Let’s not be embarassed, afraid or too self conscious. Let’s not be unwilling to admit something is asmiss and educate ourselves, reach out and seek professional help. We’ve got to learn how to know the warning signs and what to do.These kids lives are worth saving and they need to know that suicide is not the only or best option. They need to know that life can be beautiful and worth living for and that things can get better. They need to know we are willing to be there for them and get them whatever help they need in order to help them get through whatever it is they are experiencing.
All of the Mormon youth matter. All of their lives matter and we need to figure out what’s happening.
Superb introduction of population-level statistics to investigations of this issue. I know that rural areas have higher suicide rates, which is linked to gun ownership rates. I see that you’ve controlled for both, but I’m curious to know why population density has values of 0.00? Also, are you able to comment on whether you think residual confounding may still be at play here since %Mormon is closely linked to both rural areas and gun ownership?
Thanks for this analysis, Benjamin. Appreciate your time and effort in putting this together.
This is all very cool! Any chance you did some model checking (like for independence, normality, etc)?
Even though the church’s stance on LGTBQ issues cannot be clearly correlated to the increased suicide rates, there certainly is enough to warrant a review of the anti-LGBTQ policies and how they affect the suicide rate. People are dying at alarming rates. I would think God’s supposed true church would want to … not be associated with death.
This is excellent, Benjamin. Thanks so much for doing the work and posting it. The results sure are sad, though.
It is interesting that this predates the policy.
Compared with data from forty years ago where the opposite was true (more % LDS meant better mental health) I find the change even more striking.
Thank you for calculating and compiling this. I admit to having taken your suggestion and scanned the middle so forgive me if this was addressed (I did ctrl-f too fwiw).
Apparently recent studies have linked altitude and suicide. For example: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3114154/#!po=2.90698. Was this factored into the design of the analysis? Is there any chance that explains any of the correlation?
I appreciate the mild-mannered tone of this write-up and the genuine interest in getting at the reality of the situation.
Having done similar ad hoc regressions of state-level data on the proportion of Mormons in a state myself, I’m not really one to criticize … but then again, I’ve learned something since doing that.
“The proportion of Mormons in a state” is not a variable well-suited to linear regression. Most states will have values near zero, with the exception of Utah, Wyoming and Idaho. Those few observations (and in particular, Utah) will exert an extraordinary amount of leverage on the coefficients. As it is, your numbers can probably only be safely interpreted as “Utah’s suicide rate spiked between 2009 and 2015”. I’d be interested to see what the relationship between the proportion of Mormons and the suicide rate is when Utah and Idaho are left out.
Also, if you can get 2009 and 2015 data on the number of Mormons in a state, you could take a panel approach. The change in the proportion of Mormons across states would be closer to normally distributed, and you could get a coefficient for the effect of a change in a state’s Mormon population on the change in youth suicide rates. State fixed effects would, of course, drop out.
Comment
I agree that something should happen regarding the issue at hand, but
” anti-LGBTQ policies”? This isn’t something the “church” is making up all of the sudden. Sexual relations between two people of the same sex has been and always will be an extremely serious sin in God’s eyes. In the old testament this brought the condemnation of God. Even before Sodom and Gomorrah…So why is his church coming under condemnation for simply maintaining an unflinching stance on the same thoughts he has always had on the subject.. It isn’t something they are just making up and it certainly isn’t anti-anything. If you suddenly decide that it is ok to take the Lord’s name in vain and the church puts out a statement saying it is not then you could technically call the church anti-whatever group you call yourself. It doesn’t work like that.
That being said, something needs to be done with the youth to help them find happiness. It doesn’t help them to slam the church/God and it doesn’t help them for those in the church to slam them. Middle ground must be found.
Is it correct to say that this analysis assumes suicides and Mormon population density are uniformly distributed within each state?
Is it correct to say that this analysis assumes suicides and Mormon population density are uniformly distributed within each state?
Thank you for noting that, "correlation does not imply causation." After careful reading, I seriously question the focus on LDS beliefs, policies, and actions contributing significantly to the upswing. 1) I notice the state with the greatest increase in suicides is Oregon which is only 3.85% Mormon. Utah does have the 2nd greatest increase (68% Mormon), but Alaska is a close 3rd with only 4.53% LDS members. 2) I agree that rejection is a major risk factor in depression and suicide, and is far too common in Utah Mormon Culture as it is in most other cultures. However, fear of rejection is also a risk factor and I suggest that fear is being encouraged by the exaggeration and over-reaction to Mormon statements as well as the statements themselves (see http://www.sltrib.com/news/lds/3473487-155/suicide-fears-if-not-actual-suicides?fullpage=1 ). I note that one of your links (http://rationalfaiths.com/the-lgbtq-mormon-crisis-responding-to-the-empirical-research-on-suicide/ ) recommends avoid "Big or sensational headlines, or prominent placement" in articles about suicide, and promote "Inform the audience without sensationalizing the suicide and minimizing the prominence." The LDS Church has made, and will continue to make, significant efforts to decrease rejection and fear thereof. The Church now emphasizes that "Church members [should] respond sensitively and thoughtfully when they encounter same-sex attraction in their own families, among other Church members, or elsewhere . . . lets not have families exclude or be disrespectful . . . No family who has anybody who has a same-gender issue should exclude them from the family circle. They need to be part of the family circle" (see http://mormonsandgays.org/ . See also http://www.mormonnewsroom.org/article/commentary-understanding-the-handbook , and https://www.lds.org/youth/video/bullying-stop-it?lang=eng ). The Church encourage suicide prevention, especially among youth (see https://www.lds.org/youth/video/sitting-on-the-bench?lang=eng and https://www.lds.org/topics/suicide?lang=eng ) Finally there are significant efforts in helping members deal with depression (see https://www.lds.org/search?lang=eng&query=clinical+depression ). Obviously, suicide rates in Utah and throughout the inner mountain west are relatively high and suicide rates among LGBT individuals are very high throughout the nation. Of course there are complex variables and I am Not saying there is No Correlation between Utah Mormon Culture and traditions, and suicide especially among gays. My view is that the Church emphasis on encouraging members to act with greater kindness especially toward gay family members, stopping bullying, disowning, exclusion and rejection is there for specific purposes. It isn't all just talk. Elder Christofferson and his family are a positive example of a family that continues to love and support Elder Christofferson's brother, Tom who is gay (ssee http://www.sltrib.com/blogs/1407735-155/christofferson-lds-family-gay-group-mormon ). More changes are needed, but, given human nature, will take time to effect. Personally, I would like to see more cooperative efforts and less blame and shame.
Comment
Lominare,
This is a good suggestion – thank you! I repeated the analysis controlling for average state elevation and the results were not changed. Thanks again for the good idea.
Thank you for following up and for the very thorough analysis!
Benjamin Knoll,
In the differences regression (third column) this will be controlled for, along with all other aspects of a state that do not change over time.
Comment
Jared Sheetz,
Yes – one of the clear shortcomings of aggregate-level data analysis. I more localized data were available that would clearly be a better way to test this.
Comment
Ryan Lindsay,
The population densities of “0.00” are simply because the density variable is on a 0-10,000 scale predicting a dependent variable on a much smaller scale. The actual coefficients are more like “0.00021”, for example. Great question. Thank you!
Comment
Tom Stringham,
Great question! I repeated the analysis excluding Utah, Idaho, and Wyoming (the three states with the highest % Mormon) and the link between % Mormon and youth suicide rates in 2014 remains statistically significant. The 5-year rate of change, however, does not. So yes, it seems that the 5-year rate of change is attributable to what’s going on Utah, Idaho, and Wyoming. Thanks for the very good suggestion.
Wow. Fascinating. It would be interesting to see data from 2010, 2011, 2012, and 2013–too see how well it aligns with the pattern.
Based on some quick back-of-the-napkin work, these suicide rate data correlate much more strongly with Native American population percentage by state.
…except in rate change over time.
Comment
newby,
Thank you very much for the suggestion. I input the data for % Native American in each state. It is indeed highly correlated with suicide rates in both 2009 and 2014 but not with the 5-year rate of change, as you pointed out. Also, the % Mormon variable remains significant even after controlling for % Native American.
It seems that % Native American makes a difference, but it seems that it doesn’t account for the % Mormon explanation.
Excellent suggestion!
A couple of ideas. Hopefully I don’t use too many unfamiliar terms.
First, because of the skewness of the %Mormons variable, you may have heteroskedasticity, and thus will need to calculate “robust” standard errors to correct for this.
You could also effectively double your sample size by including both years in the same regression. Make sure to include a year binary variable to control for any national trends between the two years. You could also include an interaction term between the year variable and the %Mormon variable to get at the difference over time. This won’t have the advantage of the first-difference regression that controls for state fixed effects, but it would simply be a further check.
Speaking of fixed effects, you may be able to run this using random effects. It has the advantage of being more efficient (hence, smaller standard errors) than the first-difference regression. A Hausman test will identify if this is appropriate.
For the population density, you can multiply all of the observation by, say, 10,0000. This will, of course, change your interpretation. It may also change the standard error to become significant if there was any rounding error in the statistical software.
Finally, you may be able to find some interesting things by using other age groups.
Question, do you have more of the raw data available so that we can see the specific numbers you saw?
(also worth noting that the link to understanding regression statistics is broken)
Here. I hope this helps:
https://rationalfaiths.com/wp-content/uploads/2016/03/LGBTQCrisis_web.pdf
Dr. Knoll, could you please comment on specifically which states your studies focused on? Did I miss this in your report? Because it would seem to me that the states with the highest proportion of Latter-day Saints are the Intermountain states, known as the “suicide belt,” where most Latter-day Saints settled. So therefore, it would follow that there would be a disproportionate number of Mormon suicides because it affects a broad populace.
You don’t have to be gay to know the wrath of it’s members !!! LDS members have been instructed by Spencer W Kimbll in the book “ the medical of forgiveness “ on page 326 “ Church penalties for sin involve Deprivation “ go to D&C 89 for an understanding of the word of wisdom… pay close attention to D&C89:4….
I have no family, I have no friends because of this law abiding church of total confusion, that I was raised in… who’s members who rather be passive aggressive than call you friend or sister.
Has this information ever been submitted to a journal for peer review?