Pertti Vakkari

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30ranked-venue papers
16as first author
3since 2021 · last 2023
0000-0002-4441-5393ORCID · verified

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Databases, data management, data science and information retrieval · 29 · 16 first-author · 3 since 2021Human-computer interaction and ubiquitous computing · 3 · 2 first-author
YearPublicationVenuePosition
2023 The association of disciplinary background with the evolution of topics and methods in Library and Information Science research 1995-2015
abstract
Abstract The paper reports a longitudinal analysis of the topical and methodological development of Library and Information Science (LIS). Its focus is on the effects of researchers' disciplines on these developments. The study extends an earlier cross‐sectional study (Vakkari et al., Journal of the Association for Information Science and Technology, 2022a, 73, 1706–1722) by a coordinated dataset representing a content analysis of articles published in 31 scholarly LIS journals in 1995, 2005, and 2015. It is novel in its coverage of authors' disciplines, topical and methodological aspects in a coordinated dataset spanning two decades thus allowing trend analysis. The findings include a shrinking trend in the share of LIS from 67 to 36% while Computer Science, and Business and Economics increase their share from 9 and 6% to 21 and 16%, respectively. The earlier cross‐sectional study (Vakkari et al., Journal of the Association for Information Science and Technology, 2022a, 73, 1706–1722) for the year 2015 identified three topical clusters of LIS research, focusing on topical subfields, methodologies, and contributing disciplines. Correspondence analysis confirms their existence already in 1995 and traces their development through the decades. The contributing disciplines infuse their concepts, research questions, and approaches to LIS and may also subsume vital parts of LIS in their own structures of knowledge production.
Pertti Vakkari, Kalervo Järvelin, Yu-Wei Chang 0001
J. Assoc. Inf. Sci. Technol.1
2022 Disciplinary contributions to research topics and methodology in Library and Information Science - Leading to fragmentation?
abstract
Abstract The study analyses contributions to Library and Information Science (LIS) by researchers representing various disciplines. How are such contributions associated with the choice of research topics and methodology? The study employs a quantitative content analysis of articles published in 31 scholarly LIS journals in 2015. Each article is seen as a contribution to LIS by the authors' disciplines, which are inferred from their affiliations. The unit of analysis is the article‐discipline pair. Of the contribution instances, the share of LIS is one third. Computer Science contributes one fifth and Business and Economics one sixth. The latter disciplines dominate the contributions in information retrieval, information seeking, and scientific communication indicating strong influences in LIS. Correspondence analysis reveals three clusters of research, one focusing on traditional LIS with contributions from LIS and Humanities and survey‐type research; another on information retrieval with contributions from Computer Science and experimental research; and the third on scientific communication with contributions from Natural Sciences and Medicine and citation analytic research. The strong differentiation of scholarly contributions in LIS hints to the fragmentation of LIS as a discipline.
Pertti Vakkari, Yu-Wei Chang 0001, Kalervo Järvelin
J. Assoc. Inf. Sci. Technol.1
2021 Predicting essay quality from search and writing behavior
abstract
Abstract Few studies have investigated how search behavior affects complex writing tasks. We analyze a dataset of 150 long essays whose authors searched the ClueWeb09 corpus for source material, while all querying, clicking, and writing activity was meticulously recorded. We model the effect of search and writing behavior on essay quality using path analysis. Since the boil‐down and build‐up writing strategies identified in previous research have been found to affect search behavior, we model each writing strategy separately. Our analysis shows that the search process contributes significantly to essay quality through both direct and mediated effects, while the author's writing strategy moderates this relationship. Our models explain 25–35% of the variation in essay quality through rather simple search and writing process characteristics alone, a fact that has implications on how search engines could personalize result pages for writing tasks. Authors' writing strategies and associated searching patterns differ, producing differences in essay quality. In a nutshell: essay quality improves if search and writing strategies harmonize—build‐up writers benefit from focused, in‐depth querying, while boil‐down writers fare better with a broader and shallower querying strategy.
Pertti Vakkari, Michael Völske, Martin Potthast, Matthias Hagen, Benno Stein 0001
J. Assoc. Inf. Sci. Technol.1
2020 The Usefulness of Search Results: A Systematization of Types and Predictors
abstract
In evaluating search systems there is a growing trend to complement the established effectiveness indicator topical relevance by the usefulness of search results. Usefulness refers to the contribution of search results to a larger task generating information search. This study analyses articles on interactive information retrieval which either predict the usefulness of documents retrieved or evaluate search systems by the usefulness of search results. The aim is to systematize the findings of these studies by categorizing the types of usefulness and their predictor types. Significant empirical associations between predictor types and usefulness are systematized, too. The data consists of articles in journals or conference proceedings focusing on the usefulness of search results either in web or database environment. The results indicate that there is a growing trend to complement topical relevance by the usefulness of search results in evaluating search systems. Search tasks typically instruct participants to search information for a writing task. Perceived usefulness of search results is the established measure in studies, although there are alternative measures in use. Significant associations between predictors and usefulness do not accumulate much but vary notably. Growth of knowledge on the usefulness of search results is based on the increasing number and variety of proposition supported empirically.
Pertti Vakkari
CHIIR1
2019 Modeling the usefulness of search results as measured by information use
Pertti Vakkari, Michael Völske, Martin Potthast, Matthias Hagen, Benno Stein 0001
Inf. Process. Manag.1
2018 Information Search Processes in Complex Tasks
abstract
Our understanding of search processes triggered by complex tasks are limited [1]. It is not well known how does the information search process evolve during task performance and how search behavior varies by task process. How do changes in in information needs reflect in search formulation and tactics, in selecting contributing sources and interacting with sources for task outcome? A better understanding of these issues helps in identifying success criteria for various parts of search process. The results contribute also to designing support tools for complex search tasks.
Pertti Vakkari
CHIIR1
2018 Predicting Retrieval Success Based on Information Use for Writing Tasks
Pertti Vakkari, Michael Völske, Martin Potthast, Matthias Hagen, Benno Stein 0001
TPDL1
2018 Effects of subject-oriented visualization tools on search by novices and intermediates
abstract
This study explores how user subject knowledge influences search task processes and outcomes, as well as how search behavior is influenced by subject‐oriented information visualization (IV) tools. To enable integrated searches, the proposed WikiMap + integrates search functions and IV tools (i.e., a topic network and hierarchical topic tree) and gathers information from Wikipedia pages and Google Search results. To evaluate the effectiveness of the proposed interfaces, we design subject‐oriented tasks and adopt extended evaluation measures. We recruited 48 novices and 48 knowledgeable users, that is, intermediates, for the evaluation. Our results show that novices using the proposed interface demonstrate better search performance than intermediates using Wikipedia. We therefore conclude that our tools help close the gap between novices and intermediates in information searches. The results also show that intermediates can take advantage of the search tool by leveraging the IV tools to browse subtopics, and formulate better queries with less effort. We conclude that embedding the IV and the search tools in the interface can result in different search behavior but improved task performance. We provide implications to design search systems to include IV features adapted to user levels of subject knowledge to help them achieve better task performance.
I-Chin Wu, Pertti Vakkari
J. Assoc. Inf. Sci. Technol.2
2017 Reader characteristics, behavior, and success in fiction book search
abstract
We examined the search behaviors of diverse fiction readers in different search scenarios. The aim was to understand how fiction readers with varied reading preferences are selecting interesting novels in library catalogs. We conducted a controlled user study with 80 participants. Two reader groups were elicited according to similar reading preference patterns. The readers enjoyed the entertainment, escape, and comfort that reading as a pleasurable activity offered. The aesthetic readers valued the artistic and aesthetic pleasures, widening vocabulary, and ability to express oneself through fiction books. We compared the search queries and search actions between the 2 reader groups. Our results demonstrated that preference patterns were associated with readers' search behavior, that is, the number of viewed search result pages, opened book pages, dwell time on book pages, and the type of search queries. Based on the findings, we present 3 search tactics for fiction books in library catalogs: i) focused querying, ii) topical browsing, and iii) similarity‐based tactic. The most popular search tactic in each search scenario was “focused querying” with known author in both reader groups.
Anna Mikkonen, Pertti Vakkari
J. Assoc. Inf. Sci. Technol.2
2015 Task-Based Information Interaction Evaluation: The Viewpoint of Program Theory
abstract
Evaluation is central in research and development of information retrieval (IR). In addition to designing and implementing new retrieval mechanisms, one must also show through rigorous evaluation that they are effective. A major focus in IR is IR mechanisms’ capability of ranking relevant documents optimally for the users, given a query. Searching for information in practice involves searchers, however, and is highly interactive. When human searchers have been incorporated in evaluation studies, the results have often suggested that better ranking does not necessarily lead to better search task, or work task, performance. Therefore, it is not clear which system or interface features should be developed to improve the effectiveness of human task performance. In the present article, we focus on the evaluation of task-based information interaction (TBII). We give special emphasis to learning tasks to discuss TBII in more concrete terms. Information interaction is here understood as behavioral and cognitive activities related to task planning, searching information items, selecting between them, working with them, and synthesizing and reporting. These five generic activities contribute to task performance and outcome and can be supported by information systems. In an attempt toward task-based evaluation, we introduce program theory as the evaluation framework. Such evaluation can investigate whether a program consisting of TBII activities and tools works and how it works and, further, provides a causal description of program (in)effectiveness. Our goal in the present article is to structure TBII on the basis of the five generic activities and consider the evaluation of each activity using the program theory framework. Finally, we combine these activity-based program theories in an overall evaluation framework for TBII. Such an evaluation is complex due to the large number of factors affecting information interaction. Instead of presenting tested program theories, we illustrate how the evaluation of TBII should be accomplished using the program theory framework in the evaluation of systems and behaviors, and their interactions, comprehensively in context.
Kalervo Järvelin, Pertti Vakkari, Paavo Arvola, Feza Baskaya, Anni Järvelin, Jaana Kekäläinen, Heikki Keskustalo, Sanna Kumpulainen, Miamaria Saastamoinen, Reijo Savolainen, Eero Sormunen
ACM Trans. Inf. Syst.2
2014 Evolution of library and information science, 1965-2005: Content analysis of journal articles
abstract
This article first analyzes library and information science ( LIS ) research articles published in core LIS journals in 2005. It also examines the development of LIS from 1965 to 2005 in light of comparable data sets for 1965, 1985, and 2005. In both cases, the authors report (a) how the research articles are distributed by topic and (b) what approaches, research strategies, and methods were applied in the articles. In 2005, the largest research areas in LIS by this measure were information storage and retrieval, scientific communication, library and information‐service activities, and information seeking. The same research areas constituted the quantitative core of LIS in the previous years since 1965. Information retrieval has been the most popular area of research over the years. The proportion of research on library and information‐service activities decreased after 1985, but the popularity of information seeking and of scientific communication grew during the period studied. The viewpoint of research has shifted from library and information organizations to end users and development of systems for the latter. The proportion of empirical research strategies was high and rose over time, with the survey method being the single most important method. However, attention to evaluation and experiments increased considerably after 1985. Conceptual research strategies and system analysis, description, and design were quite popular, but declining. The most significant changes from 1965 to 2005 are the decreasing interest in library and information‐service activities and the growth of research into information seeking and scientific communication.
Otto Tuomaala, Kalervo Järvelin, Pertti Vakkari
J. Assoc. Inf. Sci. Technol.3
2013 The Role of Search Interface Features during Information Seeking
Abdigani Diriye, Ann Blandford, Anastasios Tombros, Pertti Vakkari
TPDL4
2013 Selecting Fiction in Library Catalogs: A Gaze Tracking Study
Janna Pöntinen, Pertti Vakkari
TPDL2
2013 "I Did It My Way": Social workers as secondary designers of a client information system
Saila Huuskonen, Pertti Vakkari
Inf. Process. Manag.2
2012 Search effort degrades search output but improves task outcome
abstract
We analyzed how effort in searching is associated with search output and task outcome. In a field study, we examined how students' search effort for an assigned learning task was associated with precision and relative recall, and how this was associated to the quality of learning outcome. The study subjects were 41 medical students writing essays for a class in medicine. Searching in Medline was part of their assignment. The data comprised students' search logs in Medline, their assessment of the usefulness of references retrieved, a questionnaire concerning the search process, and evaluation scores of the essays given by the teachers. Pearson correlation was calculated for answering the research questions. Finally, a path model for predicting task outcome was built. We found that effort in the search process degraded precision but improved task outcome. There were two major mechanisms reducing precision while enhancing task outcome. Effort in expanding Medical Subject Heading (MeSH) terms within search sessions and effort in assessing and exploring documents in the result list between the sessions degraded precision, but led to better task outcome. Thus, human effort compensated bad retrieval results on the way to good task outcome. Findings suggest that traditional effectiveness measures in information retrieval should be complemented with evaluation measures for search process and outcome.
Pertti Vakkari, Saila Huuskonen
J. Assoc. Inf. Sci. Technol.1
2011 Client's Temporal Trajectory in Child Protection: Piecing Information Together in a Client Information System
Saila Huuskonen, Pertti Vakkari
INTERACT (4)2
2009 Question types in public libraries' digital reference service in Finland: Comparing 1999 and 2006
abstract
Abstract This study analyzes to which degree the question types addressed to a digital reference service run by a consortium of public libraries have changed between the Years 1999 and 2006. The data consist of representative samples of reference questions to a Finnish “Ask a Librarian” digital reference service in the years studied. Questions were classified based on a taxonomy refining earlier major taxonomies. The proportion of ready reference questions had increased from 33 to 45% whereas the proportion of subject‐based research questions had decreased from 57 to 47%. Among the former, fact‐finding questions had especially increased, and among the latter, topical search questions had decreased. These changes in the popularity of question types are likely related to the way people are searching on the Internet. It is concluded that the Internet has somewhat reduced the traditional role of public libraries in mediated topical searching.
Piritta Numminen, Pertti Vakkari
J. Assoc. Inf. Sci. Technol.2
2008 Perceived influence of the use of electronic information resources on scholarly work and publication productivity
abstract
Abstract This study explores how the use of electronic information resources has influenced scholars' opinion of their work, and how this is connected to their publication productivity. The data consist of a nationwide Web‐based survey of the end‐users of FinELib, the Finnish Electronic Library, at all universities in Finland. Scholars feel that the use of electronic literature has improved their work considerably in several ways. This influence can be differentiated into two dimensions. The first one is improved accessibility and availability of literature, and the second is more directly related to the content and quality of scholarly work. The perceived improved access is positively associated with the number of international publications produced, among doctoral students in particular. The more direct influence of e‐resource use on the content of scholarly work is, however, not associated with publication productivity. The results seem to imply that investments in academic digital libraries are beneficial for the researchers and for the universities.
Pertti Vakkari
J. Assoc. Inf. Sci. Technol.1
2007 Impact of research cultures on the use of digital library resources
abstract
Abstract Currently, there exists little evidence concerning how various characteristics of research cultures are associated with patterns of use of electronic library resources. The present study addresses this gap by exploring how research‐group membership, across‐fields scattering of literature, and degree of establishment of research area are related to patterns of digital library use. The analytic dimensions are derived from Richard Whitley's ( 1984 ) theory of the social and intellectual organization of academic fields. The article represents a first attempt to operationalize Whitley's concepts in a large‐scale study of e‐resources use. The data used in the study were gathered in 2004 by the Finnish Electronic Library (FinElib) through a nationwide Web‐based user questionnaire (N = 900). Membership in a research group significantly increased searching in journal databases, the importance of colleagues as sources of information about electronic articles and journals, and the use of alert services. A significant interaction effect was found between degree of across‐fields scattering of relevant resources and degree of establishment of research fields. A high degree of across‐fields scattering of relevant literature increased the number of journal databases used mainly in less established research areas whereas it influenced the use of journal databases less in established fields. This research contributes to our picture concerning the complex set of interacting factors influencing patterns of use of e‐resources.
Sanna Talja, Pertti Vakkari, Jenny Fry, Paul Wouters
J. Assoc. Inf. Sci. Technol.2
2005 The anticipated and assessed contribution of information types in references retrieved for preparing a research proposal
abstract
Abstract This small‐scale empirical study focuses on students' anticipated and assessed contribution of references retrieved during the preparation of research proposals. It explores how the expected contribution of types of information before searches differs from the assessed contribution of relevant references found by the types of information. Twenty‐two psychology undergraduates searched the PsychINFO database for references at the initial and end stages of a seminar for preparing proposals. Data about their subject knowledge, search goals, and utility assessments were collected using several methods. They were asked to predict and assess the utility of information types provided by relevant references for the proposals. At the beginning of the process, they found fewer general types of information and more specific types of information than they expected. However, the students tended to accept references according to their expectations. By the end of the process, the expected importance of general information types declined and the importance of specific information types increased. At the end of the task, students became more proficient at recognizing the utility and topicality of references. They also became more critical in accepting found information to match their expectations.
Sami Serola, Pertti Vakkari
J. Assoc. Inf. Sci. Technol.2
2004 The influence of relevance levels on the effectiveness of interactive information retrieval
abstract
Abstract In this paper, we focus on the effect of graded relevance on the results of interactive information retrieval (IR) experiments based on assigned search tasks in a test collection. A group of 26 subjects searched for four Text REtrieval Conference (TREC) topics using automatic and interactive query expansion based on relevance feedback. The TREC‐ and user‐suggested pools of relevant documents were reassessed on a four‐level relevance scale. The results show that the users could identify nearly all highly relevant documents and about half of the marginal ones. Users also selected a fair number of irrelevant documents for query expansion. The findings suggest that the effectiveness of query expansion is closely related to the searchers' success in retrieving and identifying highly relevant documents for feedback. The implications of the results on interpreting the findings of past experiments with liberal relevance thresholds are also discussed.
Pertti Vakkari, Eero Sormunen
J. Assoc. Inf. Sci. Technol.1
2003 Changes of search terms and tactics while writing a research proposal: A longitudinal case study
Pertti Vakkari, Mikko Pennanen, Sami Serola
Inf. Process. Manag.1
2003 Students' conceptual structure, search process, and outcome while preparing a research proposal: A longitudinal case study
abstract
Abstract This article focuses on analysing students' information needs in terms of conceptual understanding of the topic they propose to study and its consequences for the search process and outcome. The research subjects were 22 undergraduates of psychology attending a seminar for preparing a research proposal for a small empirical study. They were asked to make searches in the PsycINFO database for their task in the beginning and end of the seminar. A pre‐ and postsearch interview was conducted in both sessions. The students were asked to think aloud in the sessions. This was recorded, as were the transaction logs. The results show that during the preparation of research proposals different features of the students' conceptual structure were connected to the search success. Students' ability to cover their conceptual construct by query terms was the major feature affecting search success during the whole process. In the beginning also the number of concepts and the proportion of subconcepts in the construct contributed indirectly via search tactics to retrieving partly useful references. Students' ability to extract new query terms from retrieved items improved search results.
Mikko Pennanen, Pertti Vakkari
J. Assoc. Inf. Sci. Technol.2
2002 Subject Knowledge, Source of Terms, and Term Selection in Query Expansion: An Analytical Study
Pertti Vakkari
ECIR1
2001 Changes in Search Tactics and Relevance Judgements when Preparing a Research Proposal A Summary of the Findings of a Longitudinal Study
Pertti Vakkari
Inf. Retr.1
2000 Relevance and contributing information types of searched documents in task performance
abstract
End-users base the relevance judgements of the searched documents on the expected contribution to their task of the information contained in the documents. There is a shortage of studies analyzing the relationships between the experienced contribution, relevance assessments and type of information initially sought. This study categorizes the types of information in documents being used in writing a research proposal for a master's thesis by eleven students throughout the various stages of the proposal writing process. The role of the specificity of the searched information in influencing its contribution is analyzed. The results demonstrate that different types of information are sought at different stages of the writing process and thus the contribution of the information also differs at the different stages. The categories of the contributing information can be understood of topicality.
Pertti Vakkari
SIGIR1
1999 Editorial: Information seeking in context (ISIC)
Carol Kuhlthau, Pertti Vakkari
Inf. Process. Manag.2
1999 Task complexity, problem structure and information actions - Integrating studies on information seeking and retrieval
Pertti Vakkari
Inf. Process. Manag.1
1998 Trends in ... a Critical Review: Growth of Theories on Information Seeking: An Analysis of Growth of a Theoretical Research Program on the Relation Between Task Complexity and Information Seeking
Pertti Vakkari
Inf. Process. Manag.1
1993 The Evolution of Library and Information Science 1965-1985: A Content Analysis of Journal Articles
Kalervo Järvelin, Pertti Vakkari
Inf. Process. Manag.2