Posted in politics, Topical Statistics

First post-election analysis

The aftermath of the General Election has led to much discussion about the reliability of the pre-election polls.

One thing that is yet unknown is the potential influence the opinion polls themselves had on how people voted in relatively close contests. Were potential UKIP voters more likely to stick with Conservative candidates in constituencies that could turn Labour? How much did the “fear of SNP” holding the balance of power affect previous Liberal Democrat voters in England? Who stayed away from polls: could this have dramatically have influenced the weightings that should have been given in pre-election polling?

Having sourced results data from the BBC website [by constituency, based on AP reporting of results] and also electorate sizes from the AP website I decided to look at aspects of election voting that have not (as yet) been widely discussed. There are still some minor issues with the data – where the turnout (as reported by the BBC) is not the same as that based on AP figures for the electorate size (9 constituencies in total).

I have decided to put the mapping data to one side at the moment – lots of maps (of both winners and runners-up) abound at the moment, and detailed spatial analysis will wait until I confirm the data about electorate sizes.

TurnoutByRegion

Turnout in Scotland did indicate that in the post-referendum climate, increased voter engagement and participation has continued. Compare the graph above with that of 2010 and the difference in Scottish engagement is evident.

TurnoutByRegion2010

Now looking at the margins of victory – by region and by victor.

TurnoutMarginRegionWinner

So, what is striking about this image? Some Labour MPs had a huge margin of victory. Really a margin of victory of greater than 20% of voters is inefficient distribution of votes. Otherwise, the main talking points are the high turnout in many Scottish constituencies and the fact that the SNPs didn’t have the complete landslide of votes that their return of seats (almost 95% of Scottish seats) suggested and also that there was a much higher turnout in Conservative seats than in Labour seats.

Of the 2,909,882 valid votes cast in Scotland, the SNP polled 1,454,439 (49.98%), with Labour on 24.06%; 15.16% for the Conservatives and 7.55% for the Liberal Democrats. However, due to the First Past the Post system, the return on votes for the SNP resulted in them winning all but 3 of the 59 Scottish seats.

In Wales: Conservatives 27.25% [11 out of 40 (27.5%) seats]; Labour 36.86% [25 (62.5%) of seats]; UKIP 13.63% [0 seats]; Liberal Democrats 6.52% [1 seat]; Plaid Cymru 12.12% [3 (7.5%) of seats].

Wales is therefore a prime example of how UKIP failed spectacularly in converting votes into seats.

Before the election, there was speculation about how the UKIP vote would affect the main parties. UKIP did poll relatively well in “safe” Conservative seats – building their vote share with no direct return.   The effect on the Labour vote was more direct – UKIP polled slightly better in areas that could have been marginal Labour victories [in the 15000-20000 Labour votes; the Conservatives won 61 seats, Labour won 91 seats, the Liberal Democrats 1 seat and the SNP won 18 seats] than they did in the equivalent Conservative seats. Therefore, UKIP voters had more of an influence in potential Labour gains over Conservatives than was perhaps expected.

ConsVUKIP

LabourVUKIP

Other than the unfortunate problem of lack of proportionality created by FPTP voting, another issue is caused by the discrepancy in the sizes of the electorate. Welsh constituencies, in particular, are unusually small and may be subject to boundary changes in the future: the very small Scottish constituencies are islands which don’t lend themselves to easy mergers with parts of the mainland.

ElectorateByRegion

All discussions about changing the electoral system should first consider fixing the current system: the size of the constituencies is too variable to be considered equitable.

Thus the size of the margin matters in terms of the number of potential (not just actual) voters.

PercentMarginElectorate

So who had “important” votes?   Those in the bottom left of this graph: relatively small electorates in close contests. The two extremes (left and right) of this graph represent island constituencies [Na h-Eileanan an Iar is the smallest constituency, while the Isle of Wight is the largest constituency].

Looking at the constituencies where the margin of victory was less than 5% of those who voted by the size of the constituencies. Four out of the Liberal Democrats eight seats were on margins of less than 5% of valid votes. Turnout in these close seats were (on average) higher than in the seats with a closer margin: so a close race does help to encourage turnout. A “safe seat” is not a helpful thing for voter engagement.

TurnoutElectorateTight

2015
Cons. Green La

bour

LibDems. PlaidCy. SNP UKIP Speaker
2010 Cons. 295 0 10 0 0 0 1 0
Green 0 1 0 0 0 0 0 0
Labour 9 0 209 0 0 40 0 0
LibDems. 27 0 12 8 0 10 0 0
PlaidCy. 0 0 0 0 3 0 0 0
SNP 0 0 0 0 0 6 0 0
UKIP 0 0 0 0 0 0 0 0
Speaker 0 0 0 0 0 0 0 1

The main unexpected outcome of the election was not the collapse of the Liberal Democrat vote but the extent to which Liberal Democrat seats were won by Conservative rather than Labour votes. However, this should not have been surprising, as 38 of the Liberal Democrats had a Conservative runner up in 2010. But only 17 Liberal Democrat seats had a Labour runner up in 2010.

Runner Up 2010
Winner 2010 Cons. Labour LibDems. PlaidCy. SNP Other
Cons. 0 137 167 0 0 2
Green 0 1 0 0 0 0
Labour 147 0 76 5 28 2
LibDems. 38 17 0 1 1 0
PlaidCy. 1 2 0 0 0 0
SNP 4 2 0 0 0 0
Speaker 0 0 0 0 0 1

Only 109 out of 632 GB seats changed parties this election. These swing seats were mainly Liberal Democrat to Conservative (27) and Labour to SNP (40). Conservatives retained 295 of their 306 2010 seats; gaining 36 from Liberal Democrats and Labour. Labour retained only 209 of their 258 2010 seats; the SNP gained 50 seats from Labour and the Lib Dems. The SNP gains were particularly noticeable as they had come second in 29 constituencies in 2010 (having won 6). In 21 of their seats that they won this time round, the SNP came from at best a third place in 2010.

So – what have we learned from all of this. The election results were far messier than many had anticipated. There is a lot of analysis to be done and all of the soul-searching about the appropriateness and efficacy of opinion polls will no doubt be of interest to many statisticians. As no preferences are expressed under the FPTP system we will never really know the extent of tactical voting in UK elections.

Posted in Uncategorized

The aftermath

So, given the results of the election, a few things are up for discussion:

  • Polls got it wrong – why?
  • There seems to be an interesting relationship between turnout in each constituency and which party won.
  • Lib Dem collapsed into Tories
  • UKIP failed at the voter concentration problem required for FPTP system.

I’m currently typing in all the data from the GB constituencies, as I haven’t been able to find it in a decently machine readable format as of yet – I don’t have access to the Press Association feeds to get a clear version.  Of all the above, at this stage, it looks as if the turnout will be most (personally) interesting; also it hasn’t really been discussed in the same length as the other points.

There goes my weekend.

Posted in politics

Final (Election) Countdown

A quick peak at how marginal the different seats were in the 2010 election.

Election majority (2010 general election)
Election majority (2010 general election)

To interpret this map: the darker the colour, the greater the majority.  I’ve looked at the 3 major (2010 general election) parties in this map.  Still working on a better colour scheme for screens; if current polls are correct, I’ll need another colour for the Scottish National Party, and at the moment it is difficult to distinguish between some of the reds [Labour] and oranges [Liberal Democrats].

Considering that Labour won 258 seats in 2010, some may find the relative lack of red on the map surprising.  This illustrates one of the problems of mapping constituencies that are really different sizes due to population density disparities.  Therefore, looking at the NUTS1 regions allows more detailed map to be used.

London, Scotland and the SouthWest are used as illustrating examples of looking at things at NUTS1 level.

London Majority in 2010
London Majority in 2010

London demonstrates some obvious spatial patterns – inner and outer London didn’t vote in the same way in 2010 – will this change this year? If so, will demographic changes have influenced any changes? Or would socio-economic factors be a bigger driver of change in voting behaviour?

South West Majorities (2010)
South West Majorities (2010)

So, a major difference between London and the South West is the lack of Labour seats… but also the lack of dark shades – there are many more “closer” seats in the South West than in London – the colours on this map will definitely change on Friday!  Also, the odd shaped constituency near the top of the map is Bristol North West – some of the boundary is in the Bristol Channel – due to the strange shape of Avonmouth!

Scotland majorities (2010)
Scotland majorities (2010)

The Tories only won a single seat in Scotland… so really there was no need to show an actual scale for them.  The SNP are expected to dramatically change this map too!

So, work to do before Friday: better colour scheme – I’ll have to go away from colours that are related to the traditional colours.

Also, I need to sort out the socio-demographics (based on Census data) for the constituencies and ecomonic factors – which will be limited by the data that is available on a constituency level [for example JSA claimant count records the number of people claiming Jobseekers Allowance (JSA) and National Insurance credits, which is not an official measure of unemployment, but is the only indicative statistic
available for areas smaller than Local Authorities.]

I’m not sure how much use the readily available data will be when it comes to explaining the regional variations (especially the differences between 2010), but it will be a busy weekend of analysis.

London JSA rates (March 2015, not seasonally adjusted)
London JSA rates (March 2015, not seasonally adjusted)

A note: the constituency with the highest JSA [and those claiming National Insurance credits] claimant rate is Birmingham Ladywood  – with an estimated rate of 14.6% of economically active residents.  The next highest is also in Birmingham (Hodge Hill) with the JSA* rate estimated at 9.7%