{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Search Widget AB Test Report\n", "\n", "**Megan Neisler, Data Scientist, Wikimedia Foundation**\n", "\n", "**1 July 2021**\n", "\n", "[TASK](https://phabricator.wikimedia.org/T275200) | [CODEBASE](https://github.com/wikimedia-research/Desktop-Improvements-Search-Widget-Analysis-2021)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Table of Contents\n", "\n", "1. [Introduction](#Introduction)\n", "2. [Purpose](#Purpose)\n", "2. [Methodology](#Methodology)\n", "3. [Search Sessions Initiated](#Search-Sessions-Initiated)\n", "4. [Other Interesting Search Trends](#Other-Interesting-Search-Trends)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Wikimedia Foundation's [Web team](https://www.mediawiki.org/wiki/Readers/Web/Team) is working on researching and building out improvements to the desktop experience to make Wikimedia wikis more welcoming and to increase the utility amongst readers while maintaining utility for existing editors.\n", "\n", "As part of this effort, the Web team deployed changes focused on improving the search experience. This included (1) moving the search bar to a more prominent location and (2) adding images and other contextual information to the search widget to improve the scannability of the search results. An AB test was performed on each of these changes on the early adopter wikis.\n", "\n", "This report details the analysis and results for the Search Widget AB test. The new search widget (as shown in the screenshot below) includes an image for the page and description for the page (if available) that appears in the search results as a user starts typing. You can find more information on this change and other feature deployments on the [desktop improvement project page](https://www.mediawiki.org/wiki/Reading/Web/Desktop_Improvements).\n", "\n", "![](Figures/new_search_widget_screenshot.png)\n", "Screenshot by Alex Hollender available on [Wikimedia Commons](https://commons.wikimedia.org/wiki/Main_Page), licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/deed.en).\n", "\n", "The team ran an AB test of the new location from 11 March 2021 through 30 March 2021[^1]to assess the efficacy of this feature. The test included all logged-in users on the [early adopter wikis](https://www.mediawiki.org/wiki/Reading/Web/Desktop_Improvements#List_of_early_adopter_wikis_(test_wikis)). In the test, 50% of logged-in users saw the updated search widget, while the other 50% saw the previous search widget witout the added images and text. Both of these groups saw the search bar in the new header location.\n", "\n", "[^1]: While the AB test was run through 30 March 2021, the last week of data was incomplete due to a regression identified in [T274869](https://phabricator.wikimedia.org/T274869#6963147) and was excluded.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Purpose" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The primary goal of the AB Test was to test the hypothesis that the group with the new search widget will initiate more search sessions. The target was identified as 2.5% overall increase in search sessions initiated. We reviewed the average change in search sessions initiated across all early adopter wikis and reviewed any differences by each early adopter wiki and by user edit count. \n", "\n", "As part of this analysis, we were also interested in identifying any observed changes in search behavior before and after the change for logged-out users as well as any other interesting search trends.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Methodology" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The AB test was run on a per wiki basis and users included in the test were randomly assigned to either the control (old search widget) or treatment (new search widget) based on their user ID and received the same treatment the duration of the test. The test was deployed to all logged-in users viewing the vector desktop skin on one of the early adopter wikis. \n", "\n", "Data was collected in the [SearchSatisfaction](https://gerrit.wikimedia.org/r/plugins/gitiles/schemas/event/secondary/+/refs/heads/master/jsonschema/analytics/legacy/searchsatisfaction/current.yaml) event logging table.\n", "\n", "See the following Phabricator tickets for further details regarding the instrumentation and implementation of the AB test:\n", "\n", " * AB test set-up [T261647](https://phabricator.wikimedia.org/T261647).\n", " * AB test deployment [T249297](https://phabricator.wikimedia.org/T249297)\n", " * Instrumentation details [T256100](https://phabricator.wikimedia.org/T256100)\n", " * Instrumentation QA [T274869](https://phabricator.wikimedia.org/T274869)\n" ] }, { "cell_type": "code", "execution_count": 445, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(IRdisplay)\n", "\n", "display_html(\n", "'\n", "
\n", " \n", "
'\n", ")" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "shhh <- function(expr) suppressPackageStartupMessages(suppressWarnings(suppressMessages(expr)))\n", "shhh({\n", " library(tidyverse); \n", " library(lubridate); \n", " library(scales);\n", " library(magrittr); \n", " library(dplyr);\n", " # Tables:\n", " library(gt);\n", " library(gtsummary);\n", " library(knitr);\n", " library(broom)\n", " # Modeling \n", " library(effsize);\n", " library(brms);\n", " library(tidybayes);\n", " library(infer)\n", "})\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "options(repr.plot.width = 15, repr.plot.height = 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Search Sessions Initiated" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A search session begins when a user starts typing in the search widget. We measured the number of unique search sessions initiated for each search widget type and early adopter wiki included in the AB Test. \n", "\n", "The analysis excludes search sessions with more than 50 searches in a session as these are likely from automated traffic. We also removed Venetian Wikipedia from this analysis as it only had 23 total search sessions included in the AB test and we are not able to accurately determine rates representative of the population." ] }, { "cell_type": "code", "execution_count": 226, "metadata": {}, "outputs": [], "source": [ "# collect all search session initated from SearchSatisfaction for the relevant fields.\n", "sessions_initiated_query <- \n", "\"\n", "SELECT\n", " MIN(TO_DATE(dt)) as session_start_date,\n", " event.searchSessionID as search_session,\n", " event.isAnon AS is_anonymous,\n", " event.extraParams AS search_type,\n", " event.skinVersion AS vector_version,\n", " event.inputLocation AS search_location,\n", " event.skin AS skin,\n", " wiki AS wiki,\n", " min(event.usereditbucket) AS edit_count,\n", " SUM(1) as num_searches\n", "FROM event.searchSatisfaction \n", " WHERE YEAR = 2021\n", " AND (MONTH >= 02 and MONTH <= 04)\n", " -- remove flagged bots\n", " AND useragent.is_bot = false \n", " AND event.subTest is NULL\n", "-- only autcomplete searches done using search widget \n", " AND event.action = 'searchResultPage'\n", " AND event.source = 'autocomplete'\n", "-- only early adopter wikis\n", " AND wiki IN ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki' )\n", "GROUP BY \n", " event.searchSessionID,\n", " event.isAnon,\n", " event.extraParams,\n", " event.skinVersion,\n", " event.inputLocation,\n", " event.skin,\n", " wiki\n", "\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# search_sessions_initiated <- wmfdata::query_hive(sessions_initiated_query)" ] }, { "cell_type": "code", "execution_count": 228, "metadata": {}, "outputs": [], "source": [ "# write_csv(search_sessions_initiated, file = 'Data/search_sessions_initiated_w_skinversion.csv')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "search_sessions_initiated <- read_csv('Data/search_sessions_initiated_w_skinversion.csv')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "search_sessions_initiated <- search_sessions_initiated %>%\n", " mutate(\n", " wiki = case_when( #clarfiy Wiki project names\n", " wiki == 'euwiki' ~ \"Basque Wikipedia\",\n", " wiki == 'frwiki'~ \"French Wikipedia\",\n", " wiki == 'frwiktionary' ~ \"French Wikitionary\",\n", " wiki == 'hewiki' ~ 'Hebrew Wikipedia',\n", " wiki == 'fawiki' ~ 'Persian Wikipedia',\n", " wiki == 'ptwikiversity' ~ 'Portuguese Wikiversity',\n", " wiki == 'ptwiki' ~ 'Portuguese Wikipedia',\n", " wiki == 'kowiki' ~ 'Korean Wikipedia',\n", " wiki == 'trwiki' ~ 'Turkish Wikipedia',\n", " wiki == 'srwiki' ~ 'Serbian Wikipedia',\n", " wiki == 'bnwiki' ~ 'Bengali Wikipedia',\n", " wiki == 'dewikivoyage' ~ 'German Wikivoyage',\n", " wiki == 'vecwiki' ~ 'Venetian Wikipedia'),\n", " # format search type and edit count as factors and specify levels\n", " search_type = factor(\n", " search_type , \n", " levels = c(\"NULL\", \"WVUI\"),\n", " labels = c(\"old_search_widget\", \"new_search_widget\")\n", " ),\n", " edit_count = factor(\n", " edit_count, \n", " levels = c(\"0 edits\", \"1-4 edits\", \"5-99 edits\", \n", " \"100-999 edits\", \"1000+ edits\")\n", " )\n", " )\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "#isolate to AB test users\n", "search_sessions_initiated_abtest <- search_sessions_initiated %>%\n", " filter(\n", " vector_version == 'latest',#AB done on latest version of vector with new location\n", " wiki != 'Venetian Wikipedia',\n", " skin == 'vector',\n", " search_location == 'header-moved',\n", " session_start_date > '2021-03-10' & # dates of complete AB test data\n", " session_start_date <'2021-03-17',\n", " is_anonymous == 'false', # only logged-in users included in test\n", " num_searches < 50) # remove sessions with over 50 sessions as these are an indicator of auto traffic\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 2
search_typenum_sessions
<fct><int>
old_search_widget17901
new_search_widget19675
\n" ], "text/latex": [ "A tibble: 2 × 2\n", "\\begin{tabular}{ll}\n", " search\\_type & num\\_sessions\\\\\n", " & \\\\\n", "\\hline\n", "\t old\\_search\\_widget & 17901\\\\\n", "\t new\\_search\\_widget & 19675\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 2\n", "\n", "| search_type <fct> | num_sessions <int> |\n", "|---|---|\n", "| old_search_widget | 17901 |\n", "| new_search_widget | 19675 |\n", "\n" ], "text/plain": [ " search_type num_sessions\n", "1 old_search_widget 17901 \n", "2 new_search_widget 19675 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sessions initated overall by group\n", "search_sessions_initiated_overall <- search_sessions_initiated_abtest %>%\n", " group_by(search_type) %>%\n", " summarise(\n", " num_sessions = n_distinct(search_session), .groups = 'drop') \n", "\n", "search_sessions_initiated_overall" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "# daily overall trends\n", "search_sessions_initiated_byday <- search_sessions_initiated_abtest %>%\n", " group_by(session_start_date, search_type) %>%\n", " summarise(\n", " num_sessions = n_distinct(search_session), .groups = 'drop') \n" ] }, { "cell_type": "code", "execution_count": 300, "metadata": {}, "outputs": [ { "data": { "image/png": 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jgQN5Wq1+27bLNTXNUmaJjw/SaFRr18Yx5jXQM5lD0vR0w/nzZTJ6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\nuk4VBQAAgOsgjMp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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- search_sessions_initiated_byday %>%\n", " ggplot(aes(x=session_start_date, y = num_sessions, color = search_type)) +\n", " geom_line(size = 1.5) +\n", " scale_x_date(date_labels = \"%b-%d\", date_breaks = \"1 day\", minor_breaks = NULL) +\n", " labs(y = \"number of unique search sessions per day\",\n", " x = \"Date\",\n", " title = \"Daily search sessions initiated in the AB test by search widget type\",\n", " caption = \"Reflects total search sessions initiated by users in the AB test;\n", " Venetian Wikipedia removed from analysis due to insufficient events\") +\n", " scale_color_manual(values= c(\"#666666\", \"#000099\"), name = \"Search widget type\", labels = c(\"Old\", \"New\")) +\n", " theme(\n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=16),\n", " legend.position=\"bottom\",\n", " axis.text.x = element_text(hjust=1),\n", " axis.line = element_line(colour = \"black\")) \n", "\n", "p\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Across all early adopter wikis, there have consistently been more daily search sessions initiated with the new search widget (treatment) than with the old search widget (control). Overall, there was a 9.9% increase in search sessions initiated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Early Adopter Wikis" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "search_sessions_initiated_bywiki <- search_sessions_initiated_abtest %>%\n", " group_by(wiki, search_type) %>%\n", " summarise(\n", " num_sessions = n_distinct(search_session), .groups = 'drop') \n" ] }, { "cell_type": "code", "execution_count": 301, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# Plot search sessions initiated by search widget type and wiki\n", "\n", "p <- search_sessions_initiated_bywiki %>%\n", " ggplot(aes(x = search_type, y= num_sessions, fill = search_type)) +\n", " geom_col(position = 'dodge') +\n", " geom_text(aes(label = paste(num_sessions)), color = \"white\", vjust=1.5, size = 5) +\n", " facet_wrap(~wiki, scale = 'free_y') +\n", " labs (x = \"Search widget type\",\n", " y = \"Number of search session intiated\",\n", " title = \"Number of search sessions initiated in the AB test by search widget type and early adopter wiki\",\n", " caption = \"Reflects total search sessions initiated by users in the AB test;\n", " Venetian Wikipedia removed from analysis due to insufficient events\") +\n", " scale_fill_manual(values= c(\"#999999\", \"#000099\"), name = \"Search Widget Type\", labels = c(\"Old\", \"New\")) +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " strip.background =element_rect(fill=\"white\"),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=14),\n", " axis.title.x=element_blank(),\n", " axis.text.x=element_blank(),\n", " axis.line = element_line(colour = \"black\"),\n", " legend.position = \"bottom\")\n", " \n", "p" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "# determine percent change\n", "search_sessions_initiated_bywiki_pct <- search_sessions_initiated_bywiki %>%\n", " spread(search_type, num_sessions) %>%\n", " mutate(pct_change = round((new_search_widget - old_search_widget)/old_search_widget * 100, 2)) " ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", 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Search sessions initiated in the AB test
Wiki project\n", " Number of search sessions\n", " Percent Change
Old search widgetNew search widget
Basque Wikipedia35740814.29
Bengali Wikipedia11088-20.00
French Wikipedia1158010867-6.16
French Wikitionary81099122.35
German Wikivoyage5024-52.00
Hebrew Wikipedia6681953192.37
Korean Wikipedia58781739.18
Persian Wikipedia956135441.63
Portuguese Wikipedia1747196712.59
Portuguese Wikiversity15150.00
Serbian Wikipedia197410108.12
Turkish Wikipedia824781-5.22
\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "search_sessions_initiated_bywiki_pct_tbl <- search_sessions_initiated_bywiki_pct %>%\n", " gt() %>%\n", " tab_header(\"Search sessions initiated in the AB test\") %>%\n", " cols_label(wiki = \"Wiki project\",\n", " old_search_widget = \"Old search widget\", \n", " new_search_widget = \"New search widget\",\n", " pct_change = \"Percent Change\") %>%\n", " tab_spanner(\"Number of search sessions\", 2:3) %>%\n", " gtsave(\n", " \"search_sessions_initiated.html\", inline_css = TRUE)\n", "\n", "\n", "IRdisplay::display_html(data = search_sessions_initiated_bywiki_pct_tbl, file = \"search_sessions_initiated.html\")\n" ] }, { "cell_type": "code", "execution_count": 302, "metadata": {}, "outputs": [ { "data": { "image/png": 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krkbaX+kaf/ImpZLWKcU9zT0h6E0+VcY+pUiQWhWtRaj8H8Gw4c+hYBcGgIQhyl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wEIBYIQABBqBCEAINQIQgBAqBGEAIBQIwgBAKFGEAIA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\nRca3n5Lz+B7YSgCaEkGItIoH4Sg5XX+pPk+kaGC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QAsEgCIGQIgiBYBCEQEgRhEAwCEIgpAhCIBgEIRBSBCEQDIIQCKn1425JdxeASCAI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\nOdDYo/t1OL7vTW7QsR385owvL3mt6tWco9y55Y1+zZejjJFjZ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kj0I79fmLeMkvuWGdc13CwvLJQDEzNvlC4j5bidylnSzhwrl0c8y7X3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\nAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# chart percent change between old and new search widget\n", "\n", "p <- search_sessions_initiated_bywiki_pct %>%\n", " ggplot() +\n", " geom_hline(yintercept = 0, linetype = \"dashed\") +\n", " geom_pointrange(\n", " aes(x = wiki, ymin = 0, ymax = pct_change, y = pct_change)\n", " ) +\n", " geom_text(\n", " aes(\n", " y = pct_change + ifelse(pct_change < 0, -3, 3),\n", " x = wiki, label = wiki,\n", " hjust = ifelse(pct_change < 0, \"right\", \"left\")\n", " ),\n", " size = 5,\n", " ) +\n", " scale_x_discrete(breaks = NULL) +\n", " coord_flip(ylim = c(-250, 250)) +\n", " labs (x = \"Wiki\",\n", " y = \"Percent Change\",\n", " title = \"Percent change in search sessions initiated in the AB test for the new search widget\", \n", " caption = \"Reflects the percent change in search sessions initiated by users in the AB test;\n", " Venetian Wikipedia removed from analysis due to insufficient events\") +\n", " theme_bw() +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=16)) \n", " \n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was an average 28.93%[^2] increase in search sessions initiated by users shown the new search widget on the early adopter wikis.\n", "\n", "Results varied on a per wiki basis, with some observed increases and decreases in search sessions initiated between the two test groups. \n", "\n", "Some key observations:\n", "* For 7 out of the 12 early adopter wikis, there was an increase in the number of search sessions initiated in the new search widget test group. \n", "* Most increases ranged from about 12% to 22% but search sessions initiated were more than double on Serbian and Hebrew Wikipedia.\n", "* The highest decreases were seen on German WikiVoyage (-52%) and Bengali Wikipedia (-20%); however, both of these wikis had under 100 search sessions recorded for each search widget type during the AB test.\n", " \n", " \n", "[^2]: Calculated by taking the average of the percent changes observed on each early adopter wiki." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modeling the impact" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We used a paired [Welch two-sample t-test](https://en.wikipedia.org/wiki/Welch%27s_t-test) to determine if there is statistical difference in the average search sessions initiated between the two test groups.\n", "\n", "A one-tailed test was used to test if the average number of sessions initiated with the new search widget are greater than the average number of sessions initiated with the old search widget. In this model, each wiki represents an observational unit." ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“The statistic is based on a difference or ratio; by default, for difference-based statistics, the explanatory variable is subtracted in the order \"old_search_widget\" - \"new_search_widget\", or divided in the order \"old_search_widget\" / \"new_search_widget\" for ratio-based statistics. To specify this order yourself, supply `order = c(\"old_search_widget\", \"new_search_widget\")`.”\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 6
statistict_dfp_valuealternativelower_ciupper_ci
<dbl><dbl><dbl><chr><dbl><dbl>
-1.134644110.8596775greater-381.8201Inf
\n" ], "text/latex": [ "A tibble: 1 × 6\n", "\\begin{tabular}{llllll}\n", " statistic & t\\_df & p\\_value & alternative & lower\\_ci & upper\\_ci\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\t -1.134644 & 11 & 0.8596775 & greater & -381.8201 & Inf\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 6\n", "\n", "| statistic <dbl> | t_df <dbl> | p_value <dbl> | alternative <chr> | lower_ci <dbl> | upper_ci <dbl> |\n", "|---|---|---|---|---|---|\n", "| -1.134644 | 11 | 0.8596775 | greater | -381.8201 | Inf |\n", "\n" ], "text/plain": [ " statistic t_df p_value alternative lower_ci upper_ci\n", "1 -1.134644 11 0.8596775 greater -381.8201 Inf " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tfit <- search_sessions_initiated_bywiki %>%\n", " t_test(formula = num_sessions ~ search_type, \n", " paired = TRUE, \n", " alternative = 'greater')\n", "tfit" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message in cohen.d.formula(num_sessions ~ search_type, data = search_sessions_initiated_bywiki, :\n", "“Trying to compute paired samples Cohen's d using formula input. Results may be incorrect if cases do not appear in the same order for both levels of the grouping factor. Use the format 'value ~ treatment | Subject(id)' to specify a subject id variable.”\n" ] }, { "data": { "text/plain": [ "\n", "Cohen's d\n", "\n", "d estimate: -0.04104081 (negligible)\n", "95 percent confidence interval:\n", " lower upper \n", "-0.11608573 0.03400411 \n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cohen.d(num_sessions ~ search_type, data = search_sessions_initiated_bywiki, paired = TRUE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Results of the model indicate that we do not have sufficient evidence to confirm statistical difference between the number of search sessions initiated between the two groups, as indicated by a p-value higher than 0.05.\n", " \n", "We also looked at the effect size, using the [Cohen's d](https://en.wikipedia.org/wiki/Effect_size#Cohen's_d) method, to determine the strength of the relationship between the search widget type and number of sessions initiated. Based on the data collected in the AB test, the difference between the two groups is negligible.\n", " \n", "In summary, while we observed a 28.9% in the search sessions initiated, there is not sufficient evidence to definitively say that the new search widget led to the increase in observed search sessions initiated. Increasing the sample size by running the AB test on more wikis would potentially help, as each wiki is the observational unit in this experiment.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Users Edit Count" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also took a look at the difference in search sessions initiated across the different user group experience levels (based on their cumulative edits) to determine if a user's experience level has any impact on the number of search sessions they initiate with the new search widget. " ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "search_sessions_initiated_byeditcount <- search_sessions_initiated_abtest %>%\n", " filter(edit_count != 'NA') %>% # one NA instance recorded by a logged-in user.\n", " group_by(edit_count, search_type) %>%\n", " summarise(\n", " num_sessions = n_distinct(search_session), .groups = 'drop') " ] }, { "cell_type": "code", "execution_count": 303, "metadata": {}, "outputs": [ { "data": { "image/png": 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JVXXvn1118n0SYF1ASiIMHP7kS+xif3Vb+qaoK6AVUlxWVhd0gJKsqRvrvJrOkO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\n+QAAAABA5AhGAQAAAIDIEYwCAAAAAJEjGAUAAAAAIkcwCgAAAAB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RMXTo0MmTJ48aNartWgQAAAAAaF0HEIzGjR49ehmU8nwAACAASURBVPTo0W3RCgAA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\nhx911FFbtmz54IMPfv3rX2/btu2ee+6pqGj+dYdAayktrd53w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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- search_sessions_initiated_byeditcount %>%\n", " ggplot(aes(x=search_type, y= num_sessions, fill = search_type)) +\n", " geom_col(position = 'dodge') +\n", " geom_text(aes(label = paste(num_sessions)), color = \"white\", vjust=1.5, size = 5) +\n", " facet_grid( ~ edit_count, scale = \"free_y\") +\n", " labs (y = \"Number of search sessions initiated\",\n", " x = NULL,\n", " title = \"Number of search sessions initiated by user's edit count\",\n", " caption = \"Reflects total search sessions initiated by users in the AB test\") +\n", " theme_bw() +\n", " scale_fill_manual(values= c(\"#999999\", \"#000099\"), name = \"Search widget type\", labels = c(\"Old\", \"New\")) +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " strip.background =element_rect(fill=\"white\"),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=14),\n", " axis.title.x=element_blank(),\n", " axis.text.x=element_blank(),\n", " legend.position = \"bottom\")\n", " \n", "p\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Search sessions initiated were higher for the new search widget across all five user experience level groups suggesting that a user's editing experience is not a significant factor in the number of search sessions they initiate with either search widget. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Logged Out Users Pre and Post Deployment Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Logged-out users were not included in the AB test; however, we reviewed search sessions initiated before and after deployment of the new search widget to identify any changes in user behavior that might have resulted from the change. \n", "\n", "**Deployment Details**\n", "\n", "The new search widget was deployed as default to all logged-out users of the early adopter wikis on 1 March 2021.\n", "\n", "Prior to deployment of the new search widget, logged-out users on the early adopter wikis were shown different states of the vector skin and search location depending on when the wiki was included as an early adopter wiki.\n", "\n", "The [second group of early adopter wikis](https://www.mediawiki.org/wiki/Reading/Web/Desktop_Improvements#List_of_early_adopter_wikis_(test_wikis)) were shown the old search location on legacy vector prior to deployment. The [first group of early adopter wikis](https://www.mediawiki.org/wiki/Reading/Web/Desktop_Improvements#List_of_early_adopter_wikis_(test_wikis)) were shown the new search location on the latest vector prior to deployment.\n", "\n", "**Reviewed Timeline**\n", "\n", "Data from 1 March 2021 through 10 March 2021 was incomplete due to a bug that resulted in a large portion of the new search widget sessions not being recorded. See [Gerrit Change](https://gerrit.wikimedia.org/r/c/mediawiki/extensions/WikimediaEvents/+/670459/). This data was excluded from the analysis. Instead, we reviewed one full week of data available prior to deployment (18 Feb 2021 to 24 Feb 2021) and one full week of data available post deployment (11 March 2021 to 17 March 2021) of the new search widget." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "# search sessions initiated by all logged-out users on vector\n", "search_sessions_initiated_anon <- search_sessions_initiated %>%\n", " filter(\n", " session_start_date >= '2021-02-17', #look at pre and post deployment date\n", " session_start_date < '2021-03-17',\n", " is_anonymous == 'true', # only logged-in users included in test\n", " num_searches < 50, # Restricted to those with under 50 searches per session\n", " skin == 'vector',\n", " search_location %in% c('header-moved', 'header-navigation')) " ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "search_sessions_initiated_anon_daily <- search_sessions_initiated_anon %>%\n", " group_by(session_start_date, wiki, search_type) %>%\n", " summarise(num_sessions = n_distinct(search_session), .groups = 'drop') %>%\n", " mutate(num_sessions = ifelse(session_start_date >= '2021-03-01' & #replace incomplete data where regression occured with NA\n", " session_start_date <= '2021-03-10', NA, num_sessions))" ] }, { "cell_type": "code", "execution_count": 304, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 20 rows containing missing values (geom_point).”\n" ] }, { "data": { "image/png": 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J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\nxo3p0ZP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HL83ABCZ/ckAAAAgNLrD3/o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\nOTk5e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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "textaes <- data.frame(y = c(350000,350000,350000),\n", " x = as.Date(c('2021-02-22','2021-03-06','2021-03-14')),\n", " lab = c(\"old search widget deployed as default\",\"Incomplete data due to regression\", \"new search widget \\n deployed as default\"))\n", "\n", "\n", "p <- search_sessions_initiated_anon_daily %>%\n", " group_by(session_start_date, search_type) %>%\n", " summarise(num_sessions = sum(num_sessions), .groups = 'drop') %>%\n", " ggplot( aes(x = session_start_date, y = num_sessions, color = search_type)) +\n", " geom_line(size = 1.5) +\n", " geom_point() +\n", " geom_vline(xintercept = as.Date('2021-02-28'), linetype = 'dashed', size = 1) +\n", " geom_vline(xintercept = as.Date('2021-03-11'), linetype = 'dashed', size = 1) +\n", " geom_text(mapping = aes(y = y, x = x, label = lab), \n", " data = textaes, inherit.aes = FALSE, size = 5) +\n", " scale_y_continuous(labels = scales::comma) +\n", " scale_x_date(date_labels = \"%b-%d\", date_breaks = \"1 week\", minor_breaks = NULL) +\n", " labs (y = \"daily search sessions initiated\",\n", " x = NULL,\n", " title = \"Daily search sessions initiated by logged-out users on all early adopter wikis\",\n", " caption = \"Reflects search sessions initiated on the vector desktop skin\") +\n", " theme_bw() +\n", " scale_color_manual(values= c(\"#999999\", \"#000099\"), name = \"Search widget type\", labels = c(\"Old\", \"New\")) +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=16),\n", " legend.position = \"bottom\")\n", " \n", "\n", "p" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "# add column classifying pre and post deployment dates\n", "search_sessions_initiated_anon_prepost <- search_sessions_initiated_anon_daily %>%\n", " mutate(deployment = case_when(\n", " session_start_date >= '2021-02-18' & session_start_date <= '2021-02-24' ~ 'pre',\n", " session_start_date >= '2021-03-11' & session_start_date <= '2021-03-17' ~ 'post',\n", " TRUE ~ 'NA'\n", " )) %>%\n", " group_by(wiki, deployment) %>%\n", " summarize(num_sessions = sum(num_sessions), .groups = 'drop') \n" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [], "source": [ "# convert pre and post dates to factor level\n", "search_sessions_initiated_anon_prepost$deployment <- \n", " factor(search_sessions_initiated_anon_prepost$deployment,\n", " levels = c('NA', 'pre', 'post'),\n", " labels = c('NA', 'pre_deployment', 'post_deployment'))\n", "\n" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 3
pre_deploymentpost_deploymentpct_change
<int><int><dbl>
131615114216378.01
\n" ], "text/latex": [ "A tibble: 1 × 3\n", "\\begin{tabular}{lll}\n", " pre\\_deployment & post\\_deployment & pct\\_change\\\\\n", " & & \\\\\n", "\\hline\n", "\t 1316151 & 1421637 & 8.01\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 3\n", "\n", "| pre_deployment <int> | post_deployment <int> | pct_change <dbl> |\n", "|---|---|---|\n", "| 1316151 | 1421637 | 8.01 |\n", "\n" ], "text/plain": [ " pre_deployment post_deployment pct_change\n", "1 1316151 1421637 8.01 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculate post and pre changes overall\n", "\n", "search_sessions_initiated_anon_prepost_overall <- search_sessions_initiated_anon_prepost %>%\n", " filter(deployment != 'NA') %>% #remove dates not applicable to pre and post analysis\n", " group_by(deployment) %>%\n", " summarize(num_sessions =sum(num_sessions), .groups = 'keep') %>%\n", " spread(deployment, num_sessions) %>%\n", " mutate(pct_change = round((post_deployment - pre_deployment)/pre_deployment * 100, 2))\n", " \n", "search_sessions_initiated_anon_prepost_overall" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing the total search sessions initiated a week prior to deployment and week after, we observed an 8% increase in search sessions initiated by logged-out users following deployment of the new search widget. \n", "\n", "Note that since a controlled experiment was not conducted on logged-out users, we are unable to conclude that this observed increase was due to the new search widget." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Early Adopter Wiki" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "image/png": 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Jf/8pdeH35455NPhgkhtmwpMhrpMIoxcOXKFekDWEJC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3715TU9PTp08brJ0AAGBwV65cIaIVK1ZwdZ/Hjx/v5eV15cqVmpoadiYjI6O6ujoqKsrR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\nuqixsTFXdZrbFfDxxx9nZUObm5uPHj3KTvJ4PCcnJ1abR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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# plot post and pre changes\n", "\n", "p <- search_sessions_initiated_anon_prepost %>%\n", " filter(deployment != 'NA') %>% #remove dates not applicable to pre and post analysis\n", " ggplot(aes(x = deployment, y= num_sessions, fill = deployment)) +\n", " geom_col(position = 'dodge') +\n", " geom_text(aes(label = paste(num_sessions)), color = \"white\", vjust=1.5, size = 5) +\n", " facet_wrap(~wiki, scale = 'free_y') +\n", " labs (x = \"Search widget type\",\n", " y = \"Number of search session intiated\",\n", " title = \"Number of search sessions initiated by logged-out users \\n pre and post deployment\",\n", " caption = \"Reflects search sessions initiated on the vector desktop skin\") +\n", " scale_fill_manual(values= c(\"#999999\", \"#000099\"), name = \"Deployment date\", labels = c(\"Pre\", \"Post\")) +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " strip.background =element_rect(fill=\"white\"),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=14),\n", " axis.title.x=element_blank(),\n", " axis.text.x=element_blank(),\n", " axis.line = element_line(colour = \"black\"),\n", " legend.position = \"bottom\")\n", " \n", "p" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "# determine percent change\n", "search_sessions_initiated_anon_prepost_pct <- search_sessions_initiated_anon_prepost %>%\n", " filter(deployment != 'NA') %>% #remove dates not applicable to pre and post analysis\n", " spread(deployment, num_sessions) %>%\n", " mutate(pct_change = round((post_deployment - pre_deployment)/pre_deployment * 100, 2))\n", "\n" ] }, { "cell_type": "code", "execution_count": 305, "metadata": {}, "outputs": [ { "data": { "image/png": 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ClpdzXARBCifty3tV8r8l399T9EOu8wi7TBNt6nRFe3EzFKWkiLwBofEOnnv3X6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yzJh7VFL3VbtNLAjr3N4/LfXpSEC4EYSo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\n/YOk5RfK0djgB326QuSduP26izC38ar62/ONHOx7hDkIwCcEI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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# chart percent change in logged-out sessions pre and post deployment for each of the early adopter wikis\n", "\n", "p <- search_sessions_initiated_anon_prepost_pct %>%\n", " ggplot() +\n", " geom_hline(yintercept = 0, linetype = \"dashed\") +\n", " geom_pointrange(\n", " aes(x = wiki, ymin = 0, ymax = pct_change, y = pct_change)\n", " ) +\n", " geom_text(\n", " aes(\n", " y = pct_change + ifelse(pct_change < 0, -4, 4),\n", " x = wiki, label = wiki,\n", " hjust = ifelse(pct_change < 0, \"right\", \"left\")\n", " ),\n", " size = 5\n", " ) +\n", " scale_x_discrete(breaks = NULL) +\n", " coord_flip(ylim = c(-300, 300)) +\n", " labs (x = \"Wiki\",\n", " y = \"Percent Change\",\n", " title = \"Percent change in search sessions initiated for logged-out users \\n post-deployment of the new search widget\",\n", " caption = \"Only incudes search sessions intiated on the destkop vector skin\") +\n", " theme_bw() +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=16)) \n", " \n", "p\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was an average 37.8% increase[^3] in search sessions initiated by logged-out users on the early adopter wikis following deployment of the new search widget, however, this average is driven upwards due to the the high increases that occured on Hebrew (167.5% increase) and Korean Wikipedia (240.2% increase).\n", "Looking at the median instead, there was a 13.4% increase in search sessions initiated by logged-out users on the early adopter wikis in the test.\n", "\n", "Some key observations:\n", "* Search sessions initiated by logged-out users more than doubled on Hebrew (167.5% increase) and tripled on Korean Wikipedia (240.2% increase). Hebrew Wikipedia had a similar percent increase for logged-in users in the AB test; however, Korean Wikipedia only saw a 31% increase for logged-in users using the new search widget. Further investigation may be needed to identify possible reasons for this sharp increase in the search sessions initiated for logged-out users on Hebrew Wikipedia. \n", "* We saw decreases for logged-out users on 4 out of 13 wikis reviewed. Only 1 of these Wikis (French Wikipedia) also saw a decrease in search sessions initiated by logged-in users on the AB test.\n", "* The largest decreases in search sessions initiated by logged out users were seen on Basque Wikipedia (-20.1%) and Persian Wikipedia (-21.86%). \n", "* Besides the outliers of Hebrew and Korean Wikipedia, percent increases ranged from 6% to 33% on other early adopter wikis where we observed an increase in search sessions initiated post deployment. \n", "\n", "[^3]: Calculated by taking the average of the percent changes observed on each early adopter wiki.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Other Interesting Search Trends" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Position of clicked result in completed searches by widget type" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When a user clicks a result, we record the position of the clicked result in the search-rendered result list. For search sessions completed in the AB test, we reviewed the most frequent positions of each clicked result for each search widget type.\n", "\n", "Note a click position of 0 is the first search-rendered result and a click position of 10 is the last result in the search-rendered result list, which is the \"search for pages containing\" link that takes the user to Special:Search page." ] }, { "cell_type": "code", "execution_count": 241, "metadata": {}, "outputs": [], "source": [ "# find sessions that were completed and included a clict to an autocomplete search\n", "search_sessions_completed_ab_resultclick <- search_sessions_completed_ab %>% \n", " mutate(clicked_through = ifelse((clicked_through == 1 & position >= 0 & position < 11), 1, 0))" ] }, { "cell_type": "code", "execution_count": 244, "metadata": {}, "outputs": [ { "data": { "image/png": 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KjK9uLiYiHEgwcP6mmwNeXs7GzemJ2dPXDgwBs3btjb27/wwgtjxowJ\nDw+vsrKR1WoCbMMVAwAAoOYIRgEAqKnPPvusqYdQR9JB5Jame/fuO3bsyMzMPH36dEFBQXFx\nsZOTU+fOnQcPHhwWFtavXz/zR/r27ZubmxsdHb137968vDwbG5sBAwaEhIS89dZbJocy6XS6\n+/fvmzxuiA7t7e0b6KWepsrNATQaTWhoaFJSklKpzMjIMF9Bb3Dx4kXzxtLSUoVCIYTYv3//\n7373uwYYddXOnTuXk5MjhDA/a14IIW2uKl3n5eUdPHgwPj4+NTW1V69ejTbCKikUCum3y4Q0\nATYnJ8d4AmzDFQMAAKDmCEYBAMAvk729vfFGkzXk6ekZFxcXFxdXfZlSqTTs+dhocnJyVqxY\nERISEhAQ4OnpKYTQaDTZ2dnx8fGJiYniPzcH0Gg0ISEhO3fudHNzO3DgQN++fRt5tHVTUVEh\n5fhDhw599dVXjW95eHjMmzdvwoQJL7zwQqtWrW7durVr164VK1bk5eWNHj363LlzrVu3bqJR\n10itprU2XHHNFRUVff311z/88ENWVtaZM2dKSkqkxup/n7OystauXXv48OE7d+44ODh06NBh\nyJAhb731lr+/v1Tw8OFDNze36j/64cOHrq6u9fUikpq/Tm1HWLffKAAA0BwQjAIAALQMtdoc\n4MiRIzt37hRCqNXqwMBA894CAwO3b9/eWGOvEb1eHx4efvLkSXd3923btpncDQ0NDQ0NNfyy\nS5cuixYteuWVVwICAu7cuRMbG/vhhx827nhrpPoJsI1WXAepqakRERG1emTp0qUxMTHSfg5O\nTk5lZWU5OTk5OTne3t6GYNTKyqpVq1ZVPq5SqTQaTdeuXes9FRW1eZ3ajrAOv1EAAKCZIBgF\nAABoGWq1OYBhQmt5eXl5ebl5byqVqjEGXWN6vT4yMnLbtm0uLi779+/v2LFjTZ7q06fP1KlT\nN2zYkJaW1gyD0WomwDZmcd04OzsPGzasb9++ffv21Wg0U6dOrb5++fLl0dHRzs7OK1asmDJl\nStu2bfV6fVFR0bFjx4znTrq4uFR5WpRarfby8lKpVDNnzqznNxFC1OZ1ajvC2v5GAQCA5oNg\nFAAAoGWo1eYAI0aMeM7F/s7Ozo22XYBer589e/b69esVCkV6eno126GaCwgI2LBhw7Vr1xpu\neHVT/QTYRiuuM+MftuPHj1dffObMmQ8//FAul2dmxaMLiwAAIABJREFUZg4aNEhqlMlkbdq0\nCQoKqsnHJSUlqVQquVw+bdq05xn209Tqdar0tBE+f88AAKCpWDX1AAAAAGDRdDpdeHj4+vXr\nXVxcMjIyDLFaDUnbqkrLt5uPWk2AbbjiRhMbG6vVamfMmFHb/3wGGzduFEKMHTtW2j+3GWpW\nIywqKtqxY8eiRYuGDRvm4uIik8lkMlmVE12FEPn5+XFxca+//nqHDh1sbW0VCkXv3r2XLl16\n586d5ywGAKClY8YoAAAAmoxWq50+fXpiYqKrq2t6evrAgQNr28Pp06eFEM0kH5TUagJswxU3\nGq1Wm5aWJoSYPHnyhQsX1q1bd/bsWZ1O96tf/WrixImvv/76M3u4dOmSNNcyPDy8wYdbJ81t\nhDXf2PTGjRs+Pj6G2d/Ozs5lZWXZ2dnZ2dmffvppSkrK8OHD61Zcv2p1hlV+fn5ycvLXX3+d\nnZ1dWFhoZ2fn6+s7evToqKgoLy+v5+kZAGBpCEYBAADQNDQaTWhoaFJSklKpzMjIqCbm0+v1\nMpnMvP3KlStbtmwRQtQkfWscOp0uIiJi8+bNLi4u6enp1c+gbLjixpSbm1taWiqEOH/+/OjR\noysqKqT2EydOJCQkjB8/fseOHQ4ODtX0IE3G9Pb2rvKgsOaguY2w5hubajQaGxubSZMmTZky\n5eWXX1YqlWq1Oj09fe7cufn5+UFBQZcvXzZEhLUqrl8NFPXWqud6VIc09vz583/7298OHTpU\nVFTUqlWroUOHLlmypE+fPiZlx48f37dv38mTJ2/cuFFYWKjRaNq2bTtgwICIiIgGOocNwPNo\nuG8DE/fv3/fz8yssLBRC7N+//3e/+139vsgvGEvpAQAA0AQ0Gk1ISEhSUpKbm9vXX39d/eTH\n3NzcYcOGJSYm3rp1S2opKSnZunXrkCFDSktL3dzcFi9e3CijfgatVjtt2rTNmze7uro+c1uA\nhituZLdv35YuFi5c2Llz58zMTLVaXVhYGBsbK5fLU1NTo6Kiqnm8srJy69atQoiwsDArq+b4\n15NmOMLg4OBvvvnm448/njJlSpcuXaqp9PT0vHr16vbt28eMGaNUKoUQDg4Ob7755t69e62t\nrYuLi7/44ou6FdcvKepduHDh559/Lv1uP42U3oaEhOzZs6e4uLikpKSsrCwlJcXb2/vhw4dB\nQUEmWwrUvOd6lJqaGhISEhsbe+TIESkHqV5aWlrfvn23bdtWXFzcpUuXkpKSL7/8csCAAdu3\nbzepjI+Pj46O/uabb65fvy6E0Gg0eXl5SUlJI0eOnD17doO8DFqsJ0+erFmzZvDgwUql0t7e\n3tfXNzIy8ubNm+aV7KHRcBru28BEZGSklIqitprFn+sAAACwNEeOHNm5c6cQQq1WBwYGtjYT\nGhpqKNbr9UeOHPnjH//YoUMHe3t7pVLp6uo6bdq0u3fvtm3bdt++fe3btzfu/NGjR4Z+xowZ\nIzV269ZNavH392+IN5Ki3sTERKVSmZmZWf22AA1X3PiM/6b31VdfjRw50t7e3sPDY8GCBe+/\n/74QYvPmzVevXn3a46mpqYWFhVZWVmFhYY0x3Npr/iOshkKh8Pb2Nm/39/f38/MTQly6dKlu\nxfWrgaLeWvVcj2qVxubn50+ZMuXJkyfTp08vKCi4ePFiYWHhvHnzNBrNjBkzTH7Pf/vb365e\nvfrHH3989OhRaWnpkydPcnJyJk6cKIT49NNPnxmd1LuKioo1a9YMHTq0VatWcrlcqVQOGjQo\nJibm8ePHJpXx8fGyp2Cua0N48ODByy+/PGfOnG+//Vav17dr1+7GjRtr16718/M7ceKEceWN\nGzc6deq0YMGCr7766tatW3Z2dtIs7OjoaD8/v2+++aapXuGXoeG+DYylpKR8+eWXNTztECZY\nSg8AwC+fTPZZUw+hjvT6WU09BDQUw0rY8vLy8vJy8wKVSmW47tSp06pVq44fP56Tk1NUVFRa\nWuru7t6jR48xY8bMmjXLzc3N5FmdTnf//n2TxgcPHkgX9vb29fYa/yZllzt37nRzcztw4EDf\nvn2bpLhJGJbJBwUF+fr6Gt+aO3fu//zP/1RUVGRkZPzpT3+q8nFplfrIkSOb1Uaxxpr/CJ+H\ns7NzAxU3EIVCoVAozNul9DYnJ6fh0tuaCw4ODg4Olq6l3Wmr8cEHHzx+/PjXv/71hg0bbGxs\nhBAODg6rVq06c+bM0aNH33///c8//9xQPGfOHONnra2te/bs+eWXX/br1+/HH3/cuXOn8T8p\nNbTi4uIRI0acOXNGCKFQKHx9fQsKCr7//vvvv/9+06ZN33zzTbt27UwekcvlLi4uJo2urq6N\nNOKne/jwofkfJeY1TxtqM1zFPGPGjKysLHd3982bN48fP14I8eDBg8jIyC+++GL8+PGXL192\nd3eXKptwDw1L0HDfBgb379+fPXu2p6fnqlWrdu3aVe+v8ItHMAoAAIAmMGLECEM2+kwKhWL+\n/Pnz58+vYb1Sqax55/XCZAKseUFgYKBhMlfDFTcJw9+uX3zxRZNbjo6OnTt3vnz5srTs19zP\nP/984MABIUTj7wJZQ81/hHVz7ty5nJwcIURNJuvVqrjJNYf0tua0Wm1ycrIQYvbs2VIOIpHJ\nZJGRkUePHk1NTX38+LGjo2M1nVhZWUnBaFlZWYOP2Mg777xz5swZOzu7hISEyZMnSztBp6Wl\nhYaGXr58OSoqSno1Y6NGjdq7d29jDrKGrKysWrVqVeUtlUql0Wi6du1aTYDb3FYxnz9/XjoT\nb/Xq1VIqKoRwd3fftm1bTk7O+fPnY2JioqOjpXZpFrbxbHFpFravr2+fPn2kWdh//vOfG/8t\nLE2dvw2kH7+kpCTDH8eoFZbSAwAAAM/LeALs/aoYT4BtuOIm0aNHD+nCzs7O/K7UqNFoqnx2\n06ZNOp2uTZs248aNa7gRPo/mP8I6qKiomDVrlhBi6NChr776aj0WN6GWld4aXLp0SZrePmzY\nMJNb0ilSjx8/zs7Orr4TrVZ7+vRpIcSAAQMaZJRPsXv3biFEVFRUcHCw4Xy8cePGLVu2TAix\nZ88enU7XmON5Hi4uLveqkp+f7+TkJISYOXPm055thquYjx07JoSQy+WGuYoSGxubKVOmCCGM\nJx424R4aMFa3bwPpx++NN96YNGlSowzzF4hgFAAAAHhe0gTYahhPkmq44iahVCqluaJXrlwx\nuaXT6a5duyaEqPJv3TqdbsuWLUKIqVOnyuXyhh9prTX/EdaBXq8PDw8/efKkNH2sHoubUEtJ\nb81dvHhRCGFlZWWyDYUQwsPDQ5qiKNVUSaVSfffdd0FBQWfPnu3ateuiRYsadLQmpI1Eu3bt\natLerVs3IYROp9NqtY05noaQlJSkUqnkcvm0adOqLDBexdzIY6uGlK95eXkZTzyUSFuC5Ofn\n5+Xl1bC3ljULu+Wqw7eB9OOnVCrXrl3baOP85SEYBQAAAPBcQkJChBBJSUmGjVwlW7duldb2\njho1yvypjIyM/Px8IUR4eHijDLPWmv8Ia0uv10dGRm7bts3FxWX//v3V75paq+Im1FLS2ypJ\n/8soFApbW1vzu9LC2OLiYpP2rKws6dgipVIZEBBw6NChd95559SpU9JpVI1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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# Plot overall clicks by postion\n", "\n", "p <- search_sessions_completed_ab_resultclick %>%\n", " filter(clicked_through == 1) %>% # only successful searches\n", " group_by(position, search_type) %>%\n", " summarize(num_sessions = n_distinct(search_session), .groups = 'drop') %>%\n", " ggplot(aes(x= position, y = num_sessions, fill = search_type)) +\n", " geom_col(position = 'dodge') +\n", " geom_text(aes(label = paste(num_sessions)), position = position_dodge(width = 1), color = \"black\", vjust=-1, size = 5) +\n", " scale_x_continuous(breaks = seq(0, 10, by = 1)) +\n", " labs (y = \"Number of search sessions\",\n", " x =\"Position of the search result click\",\n", " title = \"Number of search sessions completed by search result position\",\n", " caption = \"Reflects wikis included in the AB Test\") +\n", " theme_bw() +\n", " scale_fill_manual(values= c(\"#999999\", \"#000099\"), name = \"Search widget type\", labels = c(\"Old\", \"New\")) +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " strip.background =element_rect(fill=\"white\"),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=16),\n", " legend.position = \"bottom\")\n", " \n", " \n", "p\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Users shown the old search widget in the AB test selected the first result in the search-rendered result list more frequently than users shown the new search widget. \n", "\n", "Interestingly, there were significantly more sessions that included a click the 10th result (\"the search pages containining\" result) in the search-rendered result set when shown the new search widget. We further reviewed clicks to the 10th result by early adopter wiki." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sessions with clicks to 'Search for pages containing' by early adopter wiki" ] }, { "cell_type": "code", "execution_count": 262, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Number of sessions in AB test with clicks to 'search for pages containing result'
Wiki projectNew search widgetOld search widget
Basque Wikipedia20
French Wikipedia490
French Wikitionary11
Hebrew Wikipedia60
Korean Wikipedia20
Persian Wikipedia160
Portuguese Wikipedia131
Serbian Wikipedia80
Turkish Wikipedia70
\n", "\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "position_10_clicks_bywiki <- search_sessions_completed_ab_resultclick %>%\n", " filter(clicked_through == 1,\n", " position == 10) %>% # only successful searches with clicks to the 10th result\n", " group_by(wiki, search_type) %>%\n", " summarize(num_sessions = n_distinct(search_session), .groups = 'drop') %>%\n", " mutate(num_sessions = replace(num_sessions, num_sessions == 'NA', 0)) %>%\n", " pivot_wider(names_from = search_type, values_from = num_sessions, values_fill=0) %>%\n", " gt() %>%\n", " tab_header(\"Number of sessions in AB test with clicks to \\'search for pages containing result\\'\") %>%\n", " cols_label(wiki = \"Wiki project\",\n", " new_search_widget = \"New search widget\",\n", " old_search_widget = \"Old search widget\") %>%\n", " gtsave(\n", " \"tenth_position_click.html\", inline_css = TRUE)\n", "\n", "\n", "IRdisplay::display_html(data = position_10_clicks_bywiki, file = \"tenth_position_click.html\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There were only 2 search sessions to the \"search for pages containing\" result by users shown the old search widget. On the new search widget, there were 104 search sessions with clicks to this result across 9 different early adopter wikis. \n", "\n", "Further investigation is needed to determine if this is indicative a change in user behavior due to the new design or potential instrumentation issue resulting in more logged clicks to the 10th result for the new search widget. " ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 4 }