Forecasting with social media – Using Facebook likes to predict the results of the 2015 Finnish Parliamentary elections

Already one-third of the human population uses social media on a daily basis. The biggest social networking site Facebook has over billion monthly users. As a result, social media services are now recording unprecedented amount of data on human behavior. The phenomenon has certainly caught the attention of scholars, businesses and governments alike. Organizations around the globe are trying to explore new ways to benefit from the massive databases. One emerging field of research is the use of social media in forecasting. The goal is to use data gathered from online services to predict offline phenomena. Predicting the results of elections is a prominent example of forecasting with social media, but regardless of the numerous attempts, no reliable technique has been established. The objective of the research is to analyze how accurately the results of parliament elections can be forecasted using social media. The research examines whether Facebook “likes” can be effectively used for predicting the outcome of the Finnish parliament elections that took place in April 2015. First a tool for gathering data from Facebook was created. Then the data was used to create an electoral forecast. Finally, the forecast was compared with the official results of the elections. The data used in the research was gathered from the Facebook walls of all the candidates that were running for the parliament elections and had a valid Facebook page. The final sample represents 1131 candidates and over 750000 Facebook “likes”. The results indicate that creating a forecast solely based on Facebook “likes” is not accurate. The forecast model predicted very dramatic changes to the Finnish political landscape while the official results of the elections were rather moderate. However, a clear statistical relationship between “likes” and votes was discovered. In conclusion, it is apparent that citizens and other key actors of the society are using social media in an increasing rate. However, the volume of the data does not directly increase the quality of the forecast. In addition, the study faced several other limitations that should be addressed in future research. Nonetheless, discovering the positive correlation between “likes” and votes is valuable information that can be used in future studies. Finally, it is evident that Facebook “likes” are not accurate enough and a meaningful forecast would require additional parameters.

Naisten poliittinen rekrytoituminen vuoden 1995 eduskuntavaaleissa ja niiden ehdokasasettelussa

Abstract: Political recruitment of Finnish women in the 1995 parliamentary elections and candidate selection

Valsystem i lilleputtar: pluralitet och diffusion

Abstract: Elections in lilliputs: plurality and diffusion

Miten äänestäjät valitsevat puolueen?

Abstract: How electors choose thier party in general elections

Puolueiden vaalikampanjat vuoden 2004 europarlamenttivaaleissa

Abstract: Parties' campaigns in European elections of 2004

Kuka edustaa EU:n vastustajia? Euroopan parlamentin vaalit 2004

Abstract: Who represents Eurosceptical voters? The 2004 elections to the European Parliament

Strategia, relevanssi ja merkitys: televisiomainonnan kontekstuaalisuudesta vuoden 2004 eurovaalikampanjoissa

Abstract: Strategy, relevance and meaning: on the use of context in the Finnish TV spots for the European parliamentary elections

Vaalit ja verkko : verkkokampanjointi Sauli Niinistön eduskuntavaalikampanjassa 2007

Opinnäytetyö käsittelee kampanjointiviestintää eduskuntavaaleissa 2007 painottuen kampanjointikeinoihin verkossa. Itse olin keskeisesti mukana Sauli Niinistön eduskuntavaalikampanjassa työskentelemällä hänen kampanjansa tiimivastaavana ja kampanjatoimiston vetäjänä neljän kuukauden ajan. Niinistön kampanjassa käytettiin monipuolisesti hyödyksi Internetiä ja sen tarjoamia mahdollisuuksia. Muun nettikampanjoinnin lisäksi tuotettiin 19 uutisvideota. Tässä opinnäytetyössä tarkastelen Sauli Niinistön verkossa tapahtunutta vaalikampanjointia sekä Saulin Tietotoimiston Uutisia osana kokonaisuutta. Arvioin myös sitä, millaisia erilaisia kampanjointikeinoja ehdokkaat käyttävät verkossa ja miten ne toimivat Sauli Niinistön eduskuntavaalikampanjassa. Perehdyn myös tarkemmin näiden vaalien uutuuteen, verkkovideoihin sekä arvioin, millaista lisäarvoa nettiuutisilla saatiin Niinistön kampanjaan. Kontekstina työssäni on yleisesti kampanjakeinojen kehittyminen Internetissä 2000-luvun aikana. Verkosta on tullut entistä varteenotettavampi kampanjointipaikka sitä mukaa kuin äänestäjät ovat alkaneet kuluttaa entistä enemmän aikaa verkossa. Vaalikampanjoidenkin sisällön täytyy olla entistä ammattimaisemmin tuotettua. Vaalikampanjat käydään yhä enenevässä määrin median kautta. Median osuus on huomattava myös eduskuntavaaleissa, etenkin vaalipiireissä, joissa on paljon asukkaita. Tästä syystä kampanjaorganisaatiolta vaaditaan yhä enemmän viestintätaitoja. Organisaatiosta on löydyttävä ihmisiä, jotka ehdokkaan lisäksi voivat kommentoida kampanjaa eri välineille luontevasti. Moniosaajuuden merkitys siis korostuu myös vaalityössä.

Uuden osakeyhtiölain verovaikutukset

Suomen uusi osakeyhtiölaki tuli voimaan 1.9.2006. Tutkielmassa on selvitetty uuden osakeyhtiölain keskeisimpiä vaikutuksia osakeyhtiöiden ja niiden osakkaiden verotukseen. Tutkielmassa on tarkasteltu uuden osakeyhtiölain nimellisarvotonta pääomajärjestelmää, varojenjakotapoja sekä yritysjärjestelytilanteita yhtiö- ja vero-oikeudelliselta kannalta. Valtiovarainministeriön asettama yritysverotuksen kehittämistyöryhmä on muistiossaan ehdottanut muutoksia verolakeihin uuden osakeyhtiölain vuoksi. Työryhmä on ehdottanut mm. osinkoverotuksen alaa ja peitellyn osingonjaonverottamista laajennettavaksi ja laittoman varojenjaon verotusta kiristettäväksi. Tutkielmassa on tarkasteltu työryhmän ehdotuksia ja pohdittu ehdotusten vaikutusta käytännön yritystoimintaan elinkeinoverolain näkökulmasta. Työryhmän ehdotukset eivät kuitenkaan kata kaikkia tilanteita. OYL:ssa mahdollistetut uudet yritysmuodonmuutos- ja yritysjärjestelytilanteet eivät toistaiseksi ole toteutettavissa veroneutraalisti. Verolainsäädännön joustamattomuuden vuoksi useat uuden lain mahdollistamattoimintavaihtoehdot eivät ole yhtiöiden käytettävissä. Muutoksia verolakeihin on odotettavissa aikaisintaan vuoden 2007 eduskuntavaalien jälkeen. Ennen verolakien uudistamista verotuskäytäntö on epävarmaa, mikä tehokkaasti estää uusien toimintamahdollisuuksien toteuttamisen.

Kandidatbloggar i det finska presidentvalet 2006 : strategier och effekter

Abstract: Candidate blogs in the 2006 Finnish presidential elections : strategies and outcomes

Proportionality and Party Success in Europe

This thesis consists of four articles and an introductory section. The main research questions in all the articles are about proportionality and party success in Europe, at European, national or district levels. Proportionality in this thesis denotes the proximity of seat shares parties receive compared to their respective vote shares, after the electoral system’s allocation process. This proportionality can be measured through numerous indices that illustrate either the overall proportionality of an electoral system or a particular election. The correspondence of a single party’s seat shares to its vote shares can also be measured. The overall proportionality is essential in three of the articles (1, 2 and 4), where the system’s performance is studied by means of plots. In article 3, minority party success is measured by advantage-ratios that reveal single party’s winnings or losses in the votes to seat allocation process. The first article asks how proportional are the European parliamentary (EP) electoral systems, how do they compare with results gained from earlier studies and how do the EP electoral systems treat different sized parties. The reasons for different outcomes are looked for in explanations given by traditional electoral studies i.e. electoral system variables. The countries studied (EU15) apply electoral systems that vary in many important aspects, even though a certain amount of uniformity has been aspired to for decades. Since the electoral systems of the EP elections closely resemble the national elections, the same kinds of profiles emerge as in the national elections. The electoral systems indeed treat the parties differentially and six different profile types can be found. The counting method seems to somewhat determine the profile group, but the strongest variables determining the shape of a countries’ profile appears to be the average district magnitude and number of seats allocated to each country. The second article also focuses on overall proportionality performance of an electoral system, but here the focus is on the impact of electoral system changes. I have developed a new method of visualizing some previously used indices and some new indices for this purpose. The aim is to draw a comparable picture of these electoral systems’ changes and their effects. The cases, which illustrate this method, are four elections systems, where a change has occurred in one of the system variables, while the rest remained unchanged. The studied cases include the French, Greek and British European parliamentary systems and the Swedish national parliamentary system. The changed variables are electoral type (plurality changed to PR in the UK), magnitude (France splitting the nationwide district into eight smaller districts), legal threshold (Greece introducing a three percent threshold) and counting method (d’Hondt was changed to modified Sainte-Laguë in Sweden). The radar plots from elections after and before the changes are drawn for all country cases. When quantifying the change, the change in the plots area that is created has also been calculated. Using these radar plots we can observe that the change in electoral system type, magnitude, and also to some extent legal threshold had an effect on overall proportionality and accessibility for small parties, while the change between the two highest averages counting method had none. The third article studies the success minority parties have had in nine electoral systems in European heterogeneous countries. This article aims to add more motivation as to why we should care how different sized parties are treated by the electoral systems. Since many of the parties that aspire to represent minorities in European countries are small, the possibilities for small parties are highlighted. The theory of consociational (or power-sharing) democracy suggests that, in heterogeneous societies, a proportional electoral system will provide the fairest treatment of minority parties. The OSCE Lund Recommendations propose a number of electoral system features, which would improve minority representation. In this article some party variables, namely the unity of the minority parties and the geographical concentration of the minorities were included among possible explanations. The conclusions are that the central points affecting minority success were indeed these non-electoral system variables rather than the electoral system itself. Moreover, the size of the party was a major factor governing success in all the systems investigated; large parties benefited in all the studied electoral systems. In the fourth article the proportionality profiles are again applied, but this time to district level results in Finnish parliamentary elections. The level of proportionality distortion is also studied by way of indices. The average magnitudes during the studied periodrange from 7.5 to 26.2 in the Finnish electoral districts and this opens up unequal opportunities for parties in different districts and affects the shape of the profiles. The intra-country case allows the focus to be placed on the effect of district magnitude, since all other electoral systems are kept constant in an intra-country study. The time span in the study is from 1962 to 2007, i.e. the time that the districts have largely been the same geographically. The plots and indices tell the same story, district magnitude and electoral alliances matter. The district magnitude is connected to the overall proportionality of the electoral districts according to both indices, and the profiles are, as expected, also closer to perfect proportionality in large districts. Alliances have helped some small parties to gain a much higher seat share than their respective vote share and these successes affect some of the profiles. The profiles also show a consistent pattern of benefits for the small parties who ally with the larger parties.