Dr Eitan Tzelgov
You are a backbencher of a party controlling government. Your party has just decided to cut welfare support for the poor. Drastically. This proposition enjoys a majority in parliament.
Group A: you will vote with the government
Group B: you oppose this move and will rebel
Task: Write a short speech (3-5 sentences) that you will have made in parliament about the motion. Email it to me (e.tzelgov@uea.ac.uk), with the subject line Aye/No
I will do the rest
We rely on theories (A theory is a set of interrelated concepts, definitions, and propositions that explains or predicts events or situations by specifying relations among variables.)
And derive hypotheses – more \( X \) –> more \( Y \)
We test these hypotheses (see if the data support them), by using …
Models
Models are a representation of reality
“All models are wrong, but some are useful” (George Box)
\[ y_i = \alpha+x_1\beta_i + x_2\beta_i ... + \varepsilon_i \]
These models (or equations) will try to fit some data. Put very generally and simply, we will have a dependent variable (often denoted \( y \)), and we will see if other, independent variables (often denoted \( x \)) are correlated with it.
20% Women in parliament, 10% speaking time!!!
“participation isn't equal … [then] one democratic standard has fallen”
Searching for power/influence of women in decision making bodies:
Do female MPs speak more when the leader of the debate is a female minister?
Do female MPs have more influence when they speak in debates led by female ministers?
Are female ministers more responsive to female MPs?
The percentage of words of spoken by women
Similarity as influence: you are powerful if speakers refer to what you said!
“Women MPs speak significantly more in debates led by a Woman minister”
Female MPs are more influential by 10%-30% in debates led by female ministers!!!
Female Ministers are more responsive to women by 18%-25%!!!
A reinforcing effect of female leadership: participation–>influence–>responsiveness
Descriptive and substantive representation implications
Implications for women's political participation in general
The Representation of the People Act of 1867 and its impact on parliamentary debate
Introducing working-class, less educated voters into voting pool
What impact does this have on behavior of elites and political representation?
Leading politicians understood that after the reform, they had to sell their merchandise to a new crowd. Some noted that new voters were characterized by: “venality…ignorance…drunkeness” and were “impulsive, unreflecting and violent people”.
Ministers, the face of the party, would talk in a less complex way
Backbenchers… not so much
Minister became around 8% easier to understand
Impact of suffrage extension on MPs behavior, types of representation, political communication
Maybe “dumbing down” is a necessary development representing a democratization of political language?
Methodological & analytic creativity
Rebellion is a costly act (rebels have lower prospects of promotion)
Government rebels are generally purists thinking the government should produce policies popular among party base
They grandstand
They use speeches to communicate their position to constituencies
Therefore: rebel speeches should be different
Communicate–>Less complex?
Costly act–>Different emotions?
“Owning it”–> Different use of pronouns?
Rebels use less complex speeches and more first-person pronouns, make longer speeches
No clear pattern with regards to emotions
Speech patterns are predictive of rebellion
Tells us something about the psychology of rebellion
Opens a door for further research on the topic –> connecting votes and speeches
Maggie Throup, the Under-Secretary of State for Vaccines and Public Health moved a public health motion in the Commons.
It's basically about mandating mask-wearing in certain public space
Throup said: “The Scientific Advisory Group for Emergencies (Sage) has found that face coverings are likely to reduce transmission through all routes by partially reducing emissions of and or exposure to the full range of aerosols and droplets that carry the virus.”
“Today's debate … is about how we react and the kind of nation and civilisation that we are creating in the context of this new disease. What is the relationship between the state and the individual? Are we to be empty vessels or mere automata-things to be managed, as if a problem? Or are we free spirits with, for want of a better term, a soul? This is a fundamental choice between heading towards heaven and heading towards hell…I am afraid that the Government are choosing that downward path towards, frankly, hell… I, for one, intend to chart a course towards heaven, and I hope that hon. Members will come with me.” (Steven Baker MP)
mps parties
1 Adam Afriyie Conservative
2 Steven Baker Conservative
3 Graham Brady Conservative
4 Andrew Bridgen Conservative
5 Steve Brine Conservative
6 Christopher Chope Conservative
7 Greg Clark Conservative
8 Philip Davies Conservative
9 Jonathan Djanogly Conservative
10 Jackie Doyle-Price Conservative
11 Mark Francois Conservative
12 Marcus Fysh Conservative
13 Chris Green Conservative
14 Mark Harper Conservative
15 Mark Jenkinson Conservative
16 Pauline Latham Conservative
17 Andrew Lewer Conservative
18 Ian Liddell-Grainger Conservative
19 Karl McCartney Conservative
20 Esther McVey Conservative
21 Huw Merriman Conservative
22 John Redwood Conservative
23 Andrew Rosindell Conservative
24 Henry Smith Conservative
25 Greg Smith Conservative
26 Julian Sturdy Conservative
27 Desmond Swayne Conservative
28 Robert Syms Conservative
29 Craig Tracey Conservative
30 Charles Walker Conservative
31 William Wragg Conservative
32 Jeremy Wright Conservative
The Covid Recovery Group (CRG) is thought to comprise of around 70 backbench Tory MPs, and they claim to have the support of many more. With prominent members including Steve Baker and chair of the 1922 Committee Sir Graham Brady, the group is styled on the once highly influential European Research Group (ERG).
(https://www.politicshome.com/news/article/tory-crg-coronavirus-lockdown-lift-rebels-boris-johnson)
Rebels are more likely to speak
Rebels are going to make longer speeches
Rebels express different emotions
Rebels use different language (pronouns)
Rebels use less complex language
| No Speech | Speech | |
|---|---|---|
| Voted No | 24 | 11 |
| Voted Yes | 418 | 16 |
It's called a \( \chi^2 \) test
It looks something like this:
It basically compares our data with data that implies that voting and speaking to choose are independent
See that value up there? If our statistical test gives a higher number, the differences are really big
We have 40.97
It's off the chart. Rebels want to speak more!
| mps | vote | nwords |
|---|---|---|
| Maggie Throup | Aye | 3349 |
| Rachael Maskell | Aye | 89 |
| Jim Shannon | Aye | 87 |
| Andrew Murrison | Aye | 2187 |
| Vicky Foxcroft | Aye | 69 |
| Clive Betts | Aye | 240 |
| Daisy Cooper | Aye | 1862 |
| Alex Norris | Aye | 2082 |
| Gary Sambrook | Aye | 82 |
| Tom Hunt | Aye | 51 |
| Luke Evans | Aye | 20 |
| Huw Merriman | Aye | 2878 |
| Ben Spencer | Aye | 971 |
| Alec Shelbrooke | Aye | 326 |
| Simon Hoare | Aye | 83 |
| Bob Seely | Aye | 1393 |
| Desmond Swayne | No | 118 |
| Mark Harper | No | 2334 |
| Steven Baker | No | 1426 |
| William Wragg | No | 57 |
| Karl McCartney | No | 98 |
| Mark Jenkinson | No | 253 |
| Graham Brady | No | 1235 |
| Steve Brine | No | 2128 |
| Sammy Wilson | No | 245 |
| Christopher Chope | No | 1557 |
“I am very pleased that compulsory mask wearing has not been extended to the hospitality sector, as that would have been deeply damaging to businesses. What is the position of Her Majesty's Opposition on this issue, because I think I heard something slightly different just now from what I heard yesterday?”
When we do sentiment analysis, we:
classify the polarity of a given text
We will classify each speech, based on the share of positive/negative words in sentences
Can be positive/negative/neutral
Easy: “I like your dog”
Not so easy: “I don't like your dog”
Need to take care of valence shifters
There's no difference!!!
There's no difference!!!
“I am very pleased that compulsory mask wearing has not been extended to the hospitality sector, as that would have been deeply damaging to businesses. What is the position of Her Majesty's Opposition on this issue, because I think I heard something slightly different just now from what I heard yesterday?”
Will the Minister give way? Will the Minister give way? My hon. Friend is the kindest of Ministers. On the question of the new variant's severity, I wonder if she has data to hand about whether any of the new cases of omicron in this country that she mentioned have been detected in patients hospitalised with covid.“
That is what happens sometimes in science
| key | freq | pronoun |
|---|---|---|
| i | 176 | First |
| we | 130 | First |
| it | 87 | Third |
| they | 66 | Third |
| my | 48 | First |
| us | 32 | First |
| them | 30 | Third |
| she | 29 | Third |
| their | 25 | Third |
| our | 23 | First |
| her | 12 | Third |
| he | 7 | Third |
| his | 6 | Third |
| themselves | 5 | Third |
| its | 2 | Third |
| herself | 1 | Third |
| itself | 1 | Third |
| myself | 1 | First |
| him | 1 | Third |
Welcome to the social scientist's life!
“Have the Opposition done any analysis of how much it would cost to implement ventilation en masse across educational settings?”
“I wish to return to the point I made earlier, and I wonder whether my hon. Friend shares my genuine concern. As he said, we are here today because of a variant that has been discovered.”
Obligatory cat
That we can use the web to gather lots of data (email me if interested)
That rebel behavior (in our case) it significantly different in terms of likelihood of speaking and length of speeches
That we cannot conclude whether they are different in other regards (further research)
That we can use social scientific tools to study parliaments
That you don't always get what you want (as a social scientist)