Statistics – Page 4 – Zelophehad's Daughters

Your Favorite ZD Posts

Ziff5 January 201616 Comments

We launched Zelophehad’s Daughters in January of 2006, so it’s ten years old this month. A decade! There are a lot of older blogs on the Bloggernacle, but I’m still kind of amazed by this. I don’t think I would have guessed when we started that we would continue for this long.

To celebrate our tenth birthday, I looked back at our posts that generated the most traffic. Here is a list of the highest-traffic¹ post by each person who has blogged here regularly.

Apame: It wasn’t about pants…but then it became about pants. And that’s why I’m wearing pants.
Beatrice: Another Conversation Stopper
The Bouncer: LDS Church Leadership Agrees to Meet with Kate Kelly
Elbereth: The Five Universal Truths of Road Trips
Eve: Don’t Be My Ally*
Galdralag: For Kate
Katya: How EFY Promotes Immodesty
Kiskilili: If A Woman Strips Naked in a Forest and No One Sees Her, Is She Still Pornography?
Lynnette: Church Discourse on Homosexuality
Melyngoch: Seven Modest Outfits from the Golden Globes
Mike C: The More Things Change…
Pandora: Dona Nobis Aequalitatem
Petra: I Loved to See the Temple
Seraphine: Being a 30-something Single in the Church: Part V, the Law of Chastity
Vada: I Hate Breastfeeding
Ziff: Church President Probability Changes with President Packer’s Death

Of course traffic is far from a perfect measure of what posts are most enjoyed. If you like, please feel free to share your favorite ZD posts in the comments.

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1. I took data from our StatCounter plugin and subtracted out the traffic numbers for days close in time that had zero posts, so that kind of adjusts for the general traffic level at the time. We just have a free StatCounter account, so I didn’t have traffic by post page, so I just used total traffic on the day a post was written and also attributed to it some fraction of traffic for the next few days, but less if there was also a new post up in the next few days. Really, this is just for fun, so you probably don’t much care too much about my method. 🙂

In GA's, Statistics

Predicting Who Will Be Church President (Updated with new Q15 members!)

Ziff11 October 201511 October 201512 Comments

Knowing that three new members of the Q15 were going to be called at the same time this Conference, I was interested not only in who would be called, but also in how old the new members would be. The Quorum is old: its youngest member going into Conference was Elder Bednar at 63. If a whippersnapper the age of Elder Bednar at the time of his calling (52) or Elder Oaks at the time of his (51) had been called, such a person would have entered the Quorum with a very high probability from day one of eventually becoming Church President.

But, as we’ve seen, no whippersnappers were called. Elder Rasband is 64; Elder Stevenson is 60; Elder Renlund is 62. Elder Bednar did finally lose his position as youngest man in the Q15 to Elder Stevenson, though. He had held this title since he was called over a decade ago.

Here’s an updated look at probabilities of becoming Church President for each Q15 member.

In GA's, Statistics

Church President Probability Changes with Elder Scott’s Death

Ziff23 September 201519 Comments

Elder Richard G. Scott died yesterday at the age of 86. As I did when Elder Perry and President Packer died, in this post, I’ll show how this changes the probabilities of becoming Church President for the remainder of the members of the Q15.

All the probabilities come from a simulation I did for a post back in April. It’s a straightforward simulation: it uses an actuarial table and each Q15 member’s age and seniority in the quorum as inputs, and it draws a series of random numbers to simulate different possible life expectancies for each member. The life expectancies are then compared to find in what fraction of the simulations each member outlives all other members senior to him to become President. For a more detailed description, see my April post.

Here are the changes with Elder Scott’s death:

In GA's, Statistics

Church President Probability Changes with President Packer’s Death

Ziff5 July 201522 Comments

President Boyd K. Packer died on Friday at the age of 90. As I did when Elder Perry died, I thought it would be interesting to look at how this changes the probabilities of becoming Church President for the other members of the Q15

Here are their probabilities and average predicted years of being President before and after President Packer’s death. These come from the simulation I posted about a few months ago where I used a mortality table to run 1000 scenarios and see in how many each Q15 member would become Church President.

In GA's, Statistics

Church President Probability Changes with Elder Perry’s Death

Ziff5 June 201519 Comments

Elder L. Tom Perry died on May 30th at the age of 92. I’m sure you won’t be surprised to learn that one question that I immediately wondered about on hearing the news was how this would affect the other Q15 members’ probabilities of becoming Church President.

Here are their probabilities and average predicted years of being President before and after Elder Perry’s death. These come from the simulation I posted about a couple of months ago where I used a mortality table to run 1000 scenarios and see in how many each Q15 member would become Church President.

In GA's, General Conference, Statistics

Quote . . . Close Quote

Ziff3 June 201512 Comments

I make the Sunday bulletins for my ward. I typically put a quote from a scripture or a Church leader that’s related to the theme of the sacrament meeting on the front. I often look for quotes from Church leaders by looking through recent Conference talks on related topics. Recently while I was doing this, I was reading a talk given by a member of a general auxiliary presidency, and I was struck by how much of her talk was made up of quotes of other sources. This reminded me of David Evans’s excellent post at T&S a few months ago where he looked at which speakers in Conference quote which types of sources. One of his findings was that higher-authority speakers quoted less from high authority sources than did lower-authority speakers.

What I wondered is whether higher-authority speakers quote other sources in general less than lower-authority speakers, regardless of the level of authority of the sources being quoted. An advantage of this question is that it didn’t require me to figure out authority levels of sources. Instead, I could just count words in talks and count how many of the words were in quotes.

I got data from all the talks in the last ten Conferences (October 2010 – April 2015). For each talk, I noted the speaker’s calling, the number of words in the talk, and the number of words in the talk that were part of a quote. Here are results by calling group.

Position	Talks	Percent quotes
First Presidency	88	14.8%
Quorum of the Twelve	118	21.8%
Quorums of Seventy	99	21.5%
Other – men	19	20.8%
Other – women	50	24.1%

In Heavenly Mother, Polygamy, Statistics

A Mother There or Multiple Mothers There? A look at whether GA statements about Heavenly Mother leave the door open for polygamy

Ziff1 June 201514 Comments

I’ve always thought that a big positive of the Proclamation on the Family is that it mentions Heavenly Mother. Or to be more precise, it mentions Heavenly Parents. Here’s a quote from the section where they’re brought up:

All human beings—male and female—are created in the image of God. Each is a beloved spirit son or daughter of heavenly parents, and, as such, each has a divine nature and destiny.

I have always read “heavenly parents” here to mean a heavenly couple: Heavenly Father and Heavenly Mother. But I was part of an online discussion recently in which Nancy Ross (who you might know from the papers she has co-written on Mormon feminism) pointed out that the wording here is completely compatible with the possibility of a polygamous Heavenly Father married to many Heavenly Mothers. “Heavenly parents” could be two (as I’ve always read it) or it could be 50 or 1000¹. Another participant in the discussion, Melissa Mayhew (who you may know from her blogging as Rune at Feminist Mormon Housewives), suggested that it would be interesting to look at other statements GAs have made about Heavenly Mother to see if they’re also compatible with a multiple-Heavenly Mother reading. I thought that was a great idea, so that’s what I’ll be doing in this post.

In GA's, General Conference, Scripture, Statistics

A Look at Conference Speakers’ Favorite Verses of Scripture

Ziff13 May 20157 Comments

I thought it might be fun to look at which speakers in General Conference are most fond of quoting which particular verses of scripture. If you’re thinking you’ve seen me blog about this before, you’re right. It’s just that in my previous posts, I’ve only looked at the level of book of scripture, but now I’m getting all the way down to the verse level. I apologize in advance; I don’t have any interesting hypotheses to examine here. This is another post where I’m just looking at some data descriptively and saying, “Isn’t this cool?”

I took scripture reference data from the LDS Scripture Citation Index. I used the current version of their site and not the new beta version because it was easier for me to pull data from the current version. Unfortunately, this means that what I have is only updated through 2013. The Conference data begins in 1942.

The table below lists the top five verses cited for speakers in Conference since 1942. I’ve limited it to showing top fives for two groups of people: Q15 members who have at least 500 total verses cited, and female auxiliary leaders who have at least 100 total verses cited. Many of the speakers have a tie in their #5 spot, so I’ve extended the table to show all tied verses, except in a few cases where it would have made the table ridiculously long (e.g., Julie B. Beck has a 25-way tie at #5). I’ve also included a brief quote or summary note on each verse to help jog your memory for verses that are less well-known, and I’ve linked each verse reference to the scriptures at lds.org so you can go read them in full if you’re interested.

In GA's, Statistics

Predicting Who Will Be Church President: Fit of Actuarial Mortality Table to Historical Data

Ziff11 May 20159 Comments

Last month, I wrote a post where I used a mortality table and the current ages of the First Presidency and Quorum of the Twelve to see who among them would be most likely to become Church President. One question that was raised on the post and in some Facebook discussions was how well that mortality table matched up to historical mortality rates of Q15 members. In this post, I’ll try to answer that question.

I looked at historical data from January 1960 to April 2014. Each month¹, for each current Q15 member, I noted two pieces of information: his age at the beginning of the month, and whether he was still living one year later. When I aggregated all the data together, they made an empirical mortality table. For any age that at least one Q15 member during that time period lived to, the proportion of such members who died within one year was the empirical mortality rate. Of course, there’s more data for the table at some ages than others, as few Q15 members during this time period were as young as their forties, but many have been in their sixties, seventies, and eighties.

Here’s a graph showing the mortality rate for Q15 members (in red), along with the mortality rate for the Society of Actuaries mortality table I used (in blue). I included only ages for which I had at least 120 person-month observations (or 10 person-years).

In GA's, Statistics

Could President Uchtdorf Become President Uchtdorf?

Ziff19 April 201519 April 201517 Comments

After I wrote last week about the probability of each of the members of the Q15 becoming President of theChurch, a few people asked specifically about President Uchtdorf’s chances. And I share their interest. I have found him to be a big breath of fresh air, and I would love it if he did become President.

So what would it take for President Uchtdorf to become President Uchtdorf? Here’s a chart showing a little information for him and all the Q15 members senior to him.

Quorum member	Rank	Birth year/mo	Age	Prob Uchtdorf outlives
Monson	1	1927 Aug	87	84%
Packer	2	1924 Sep	90	88%
Perry	3	1922 Aug	92	91%
Nelson	4	1924 Sep	90	86%
Oaks	5	1932 Aug	82	71%
Ballard	6	1928 Oct	86	80%
Scott	7	1928 Nov	86	82%
Hales	8	1932 Aug	82	74%
Holland	9	1940 Dec	74	48%
Eyring	10	1933 May	81	69%
Uchtdorf	11	1940 Nov	74	N/A

In GA's, Scripture, Statistics

Verses of Scriptures Most Often Quoted in Conference

Ziff13 April 20155 Comments

Which of the Ten Commandments gets quoted most often in General Conference? In this post, I’m going to look at some lists in the scriptures (like the Ten Commandments, the Articles of Faith, etc.) and show the relative popularity of the items in the list in terms of how often they’ve been quoted in Conference.

As I so often do, I got data from the LDS Scripture Citation Index to answer this question. They have data from Conferences from 1942 to 2013. Unlike with my other recent posts using their data, I took data not just at the level of book of scripture, but all the way down at the verse level, which of course was required to allow me to look at comparisons between individual verses.

So let’s get started. Which of the Ten Commandments is cited most? (For simplicity, I just looked at references to Exodus 20, and not to any other places in the scriptures that the Ten Commandments appear.) Read More

In GA's, Statistics

Predicting Who Will Be Church President (Now Continuously Updated!)

Ziff9 April 20153 June 201534 Comments

Update: Now that Elder Perry has died, I have replaced the continuously updated table and graph with static versions that show the probabilities as of May 2015. I will write a new post with continuously updated probabilities after his replacement is called in October.

Who among the current First Presidency and Quorum of the Twelve is mostly likely to eventually become President of the Church?

In GA's, General Conference, Scripture, Statistics

Which GAs Prefer Which Books of Scripture? (Take 3)

Ziff23 February 20155 Comments

This post is a follow-up to my post last week, where I looked at how much members of the First Presidency and Quorum of the Twelve (Q15) quote from each of the five books of scripture in the LDS canon in their Conference talks. In the previous post, I showed one breakdown for each Q15 member, aggregating his citations of scripture in all his Conference talks, across whatever period of years he served in the Q15. In this post, I’ll show trends across time for each individual Q15 member. The previous analysis would miss it if a GA changed over time from preferring the Book of Mormon to preferring the New Testament, for example. This analysis might be able to show such changes (if they’re large enough). As for the previous post, my data source is the LDS Scripture Citation Index.

The graphs below show seven-year moving averages for the percentages of citations each Q15 member took from each book of scripture. There’s nothing special about seven years for the moving average. I chose it by eyeball. The year-to-year data often jump around a lot, which isn’t surprising given that for Q15 members who aren’t in the First Presidency, one year’s worth of Conference talks is typically just two talks. Seven years of aggregation looked like a good compromise that smoothed out the yearly variation but didn’t smooth so much that it made changes over time disappear. One other note is that I’ve only made graphs for members who have at least 16 years of data. This allows for 10 years worth of seven-year moving averages to be shown (because the first six years are combined into the initial seven-year moving average).

Graphs for Q15 members are shown in the order they were called, which is the same ordering I used in my previous post. Also, to make it easier to look back and forth between the two posts, I’ve used the same color to represent data for each book of scripture as in the previous post. One warning with these graphs is that the scaling of both the horizontal and vertical axes changes from person to person to best display each Q15 member’s data, so be careful if you’re looking at comparisons across graphs.

In GA's, Scripture, Statistics

Which GAs Prefer Which Books of Scripture? (Updated!)

Ziff17 February 201517 Comments

I wrote a post last year that looked at which books of scripture members of the First Presidency and Quorum of the Twelve (Q15) quote from most in Conference. In an article published last week, Peggy Fletcher Stack briefly referred to my work in a discussion of the Book of Mormon taking priority over the Bible in Mormon thought. She specifically talked about the influence of Ezra Taft Benson, and it occurred to me that it would be easy to expand my post from just looking at the living members of the Q15 to including past members as well, so we could actually see what President Benson’s numbers looked like. In this post, I’ll look at which books of scripture members of the Q15 back through Spencer W. Kimball quoted most in Conference. Unfortunately, I can’t go farther back than that because the LDS Scripture Citation Index, from which I’m pulling data, only goes back as far as 1942, so Q15 members called before then have incomplete data. President Kimball was called to the Q15 in 1943, so he is the oldest member for whom I have complete data. Read More

In GA's, Statistics

Aging of the First Presidency and Quorum of the Twelve

Ziff26 January 201525 Comments

The median age of the members of the First Presidency and Quorum of the Twelve (Q15) is currently about 83. Even for a group that’s often thought of as being old, this is unusual. In fact, the Q15 is older now than it has ever been before.

Here’s a graph showing the age of the Q15 since 1835. The blue line shows the median age. The orange lines show the age of the oldest Q15 member; the green lines show the age of the youngest. The dashed black line shows the age of the Church President. The data come from ldsfacts.net.

In Pornography, Statistics

Porn Preaching Patterns

Ziff22 December 201412 Comments

In her post last week on Mormon fixation with small issues at the expense of larger more important ones, Jana Riess pointed out that the majority of all references to pornography that have ever been made in General Conference have occurred just since the turn of the millennium. I thought it might be interesting to look at the data in a little more detail, because it was my impression that discussion of porn might be declining.

I looked up the yearly rates of usage of the word “pornography” in General Conference at the LDS General Conference Corpus site. Here’s a graph showing the yearly rates and the five-year moving average. The graph starts in 1959 because that’s the first year pornography was mentioned in Conference.

It looks like usage might have flattened out again after a big bump in the 2000s. I would guess that the big bump occurred as the internet grew and internet porn grew with it. I wonder if its usage then declined again because no one issue can be the hot topic forever. Maybe something like gay marriage took its place as the topic of the moment.

In General Conference, Statistics

Most Liked Conference Talks (Now with better data!)

Ziff30 October 201410 Comments

I wrote a post last year in which I tried to assess which Conference talks were most liked by Church members. The method I used was very much a kludge: I looked at the change in Facebook likes for each speaker during the session in which he or she gave a talk. Fortunately, a friend pointed out to me that there’s a much simpler way to measure this. The individual web pages for each Conference talk have a count of how many people liked the talk itself on Facebook. So of course this was data that I was interested in going back to look at.

The Facebook like buttons were added to all Conference talks, going back to 1971. Beyond a couple of years ago, of course, there aren’t many likes since most old Conference talks (other than a few classics) probably aren’t referred to all that often. I might go back later and look at the older talks, but for now I was just interested in the Conferences recent enough that someone could hear a talk in Conference, and then later in the week look it up on lds.org and click like, so I limited myself to 2012 through 2014–the last six Conferences.

There are three things to note about the data. First, I got the like counts a couple of days ago, so they’re already out of date. Second, for like counts over 1,000, the like button shows a count in thousands. I got exact counts by querying Graph Search directly. (I found this on stackoverflow somewhere, but now can’t recall where. The method is to point your browser to the URL http://graph.facebook.com/?id=<URL of talk>.) Third, the like counts for the most recent Conference are lower than for previous Conferences, probably because it has only been a few weeks since Conference occurred, and people haven’t had lots of chances to re-read or re-hear a talk and go back and like it.

Here are the ten most liked talks from the past six Conferences.

In Statistics, Temple

Temple talk trends

Ziff2 October 201412 Comments

Over at fMh yesterday, Sara Katherine Staheli Hanks introduced a new series, “When the Temple Hurts.” I was particularly interested in a point she made in the post about how often we discuss the temple in lessons and talks at church:

The temple is a regular focus of meetings, lessons, talks, and discussions in church settings. I’d estimate that, in my experience, 1 out of every 4-5 Sundays in my adult life as a church member has included a talk or lesson where the temple was a primary focus.

I’ve been teaching primary now for a couple of years, and my memory of adult classes is maybe suffering from a bit of haziness, but Sara’s numbers sound good to me. This would mean an average of at least one temple-related lesson or talk per month, with of course lots of variation where there is a cluster of them, and then maybe no mentions for a longer period of time.

I would be interested to know how well that matches up with other people’s experience. It seems like this would be a difficult thing to measure well. Sure, we have correlated lesson manuals, but we also have locally chosen topics for things like sacrament meetings, first Sunday meetings in RS and priesthood quorums, and Teachings for Our Time lessons. And for that matter, even how correlated lessons are taught varies a lot from ward to ward and from teacher to teacher (much to the frustration of the Correlation people, I’m sure).

So I thought I would look at a related question that’s easier for me to answer, which is whether talk about the temple at the general level of the Church has been increasing or decreasing over time. If there’s a noticeable change over time, this is probably felt by people in their local experiences, as general-level material like Conference talks are not only used directly in the preparation of lessons and talks, but they also likely help drive local leaders’ perceptions of what topics are important at the moment.

I used the ever-wonderful Corpus of General Conference Talks to look at how often the word temple has been used in Conference since 1900. This graph shows the result. The dark purple line is the 10-year moving average, and the faded purple line shows the year-to-year rates.

In General Conference, Statistics

The Incredible Shrinking Statistical Report

Ziff16 September 20147 Comments

If you look back through Church statistical reports released in every April Conference (and who hasn’t?), you find that it’s not exactly the same information that gets reported each year. I don’t mean that the numbers change; I mean that which categories of numbers even get reported change. There has been less change in recent years, but if you look back to the 80s, you’ll find lots of categories of information that used to be reported that aren’t anymore. For example, you’ll find number of babies blessed (last reported in 1988), number of boys and men who hold different priesthood offices (1986), number of proxy temple ordinances (1984), marriage rate (1983), and number of women in the Relief Society (1977).

I thought it might be interesting to look at what categories of information have been reported in statistical reports at different times, as well as how many total categories of information have been reported. This first graph shows how many line items (separate numbers representing different pieces of information) were in the statistical report each year from 1971 to 2014.

This graph shows the number of line items in the statistical report each year from 1971 to 2014.

In Patriarchal Blessings, Statistics

Do women’s patriarchal blessings mention a career?

Ziff4 September 20145 Comments

Several months ago (in May, I think), there was a discussion at the Mormon Hub that turned to whether women’s patriarchal blessings mentioned a career or not. Heather (who blogs at Doves and Serpents) and I thought it would be interesting to see if we could get a little data on the question. Heather put together a brief survey, and we asked for responses in the Hub and in the fMh Facebook group. For purposes of comparison, we asked for men to respond too, although we got far more responses from women.

We got a total of 422 responses (actually slightly more, but a few were incomplete and couldn’t be included): 359 from women, and 63 from men. The years they reported receiving their patriarchal blessings ranged from 1941 to 2013.

This graph shows overall results, ignoring year of the blessing:

Not surprisingly, patriarchs mentioned career far more often for men than they did for women.