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The people

None of the rules in this guide was invented for dashboards. They come from people who spent careers on one part of the problem: how to divide a page, shade a map, keep an operator oriented, report a business, measure what a reader sees, and make a control answer.

Ten to know first
Portrait of Stephen FewPortrait of Edward TuftePortrait of Walter ShewhartPortrait of Jacques BertinPortrait of Andrew EhrenbergPortrait of Ben Shneiderman

Gerstner, Few, Tufte, Shewhart, Playfair, Bertin, Cleveland, Hichert, Ehrenberg, Shneiderman

Two centuries on one axis

Select a face to read who they were and what they made
The people, by year. Each face is placed at the year of the work this guide draws on, in the lane of the field it came from. Most of the research is recent, and the forms it studies are much older.

Grid and type programmes

Designers who treated a layout or a typeface as a system of compatible parts.
13 people
  • Portrait of Jan Tschichold

    Jan Tschichold

    1902–1974 · German typographer

    1928 Die neue Typographie

    ruledspaced
    Space instead of rulesTake the vertical rules out of a table and widen the gaps between columns; the space alone keeps the columns apart.

    What to learn from themRemove the vertical rules from a table and widen the gaps between columns instead; keep a light horizontal rule only where rows are long enough for the eye to lose its line.

  • Portrait of Adrian Frutiger

    Adrian Frutiger

    1928–2015 · Swiss type designer

    1957 Univers

    394546474849535556575859636566676873757683widenarrowlightheavy
    The Univers number gridIn Univers the first digit gives a face’s weight and the second its width, placing every face around 55, the regular.

    What to learn from themBuild a dashboard’s type from one family arranged as a small matrix of weight and width, and give each role one cell, for example a heavier weight for values and a narrower width for column heads. When a new kind of label appears, assign it an existing cell before adding a style.

  • Emil Ruder

    1914–1970 · Swiss typographer

    1942 Typography at the Allgemeine Gewerbeschule Basel

    varied gapsfixed gaps+4.2%−12.8%+0.6%−3.5%+4.2%−12.8%+0.6%−3.5%
    Fixed spaces around figuresOne fixed gap between sign and digits and one between value and unit keep a column even; varied gaps look ragged.

    What to learn from themTreat the spaces around figures as fixed tokens: one gap between a value and its unit, one between a sign and its digits, one between columns. Check them at the smallest size in use, since uneven gaps make a column look ragged even when its figures align.

  • Portrait of Otl Aicher

    Otl Aicher

    1922–1991 · German designer

    1953 Ulm School of Design

    Aug 26Sep 10Sep 4
    One date axis for every sportThe Munich 1972 schedule ran one date axis across every sport’s row, so any event is found by pictogram and day.

    What to learn from themWhen a screen lists events across categories, run one shared axis, such as dates, across every row and mark each event in its cell, so a reader finds any item by row and column. Draw all symbols on one construction grid so they read as a set.

  • Portrait of Wim Crouwel

    Wim Crouwel

    1928–2019 · Dutch designer

    1963 Total Design

    name firstnumber firstBakker J.241307241307bakker jde Boer A.386512386512de boer aDekker M.170948170948dekker mJansen P.522063522063jansen pSmit H.613275613275smit hVisser K.458190458190visser k
    The number before the nameSetting each number right before its name, in lower case, joined the two fields and removed the need for leader dots.

    What to learn from themIn a dense list, place the two fields that are read together side by side, so no leader dots or rules are needed to join them, and test the result with readers. Total Design’s 1983 revision of the directory enlarged the type and cut the columns from four to three after readers complained that the type was too small.

  • Portrait of Massimo Vignelli

    Massimo Vignelli

    1931–2014 · Italian designer

    1970 New York City Transit Authority Graphics Standards Manual

    black title band2 panels4 panels, same parts
    The Unigrid sheetEvery park brochure is built on the same black title band and modular panel grid, whatever its size or content.

    What to learn from themBefore designing any single view, write down the frame: the grid, the title band and two or three type sizes. Make each new view by filling that frame, and change the frame only when a view truly cannot fit it.

  • Portrait of Matthew Carter

    Matthew Carter

    born 1937 · British-born type designer

    1978 Bell Centennial

    drawnprintedno trapink trapcloggedclean
    Ink trapsBell Centennial cuts notches into tight joins, so ink spreading on newsprint fills them instead of clogging the letter.

    What to learn from themTest candidate faces at the smallest size and on the worst display the dashboard will meet, such as a projector or a low-density laptop, and keep the face whose figures 3, 5, 6, 8 and 9 stay distinct there.

  • Portrait of Josef Müller-Brockmann

    Josef Müller-Brockmann

    1914–1996 · Swiss designer

    1950 Tonhalle concert posters

    1,2844 lines7 linestext linesone line = one unit
    Rows in whole linesEach field is a whole number of text lines, with one empty line between fields, so text and charts keep one rhythm.

    What to learn from themDerive the grid from the text: fix the body size and line height first, then make row heights and vertical gaps whole multiples of that line height, so charts, cards and text share one baseline rhythm.

  • Robin Kinross

    British typographer and writer

    1980 Hyphen Press

    Actual1,240Plan1,240Sample1,240Model1,240
    Say what the numbers areA neutral layout lends any figure authority, so one line on each board says if it is actual, plan, sample or model.

    What to learn from themPut one line on every board that says what kind of numbers it shows (actual, plan, sample or model output), because a calm and exact layout lends authority to whatever figures it holds.

  • Jost Hochuli

    born 1933 · Swiss book designer

    1979 VGS publishing association

    labeltable figureslarge figureREVENUE1,284.50312.7512.8%+ open0 as drawn− tight
    Spacing set by roleSmall capital labels get a little extra space between letters, table figures keep their own spacing and large figures close up slightly.

    What to learn from themSet letter-spacing by role instead of accepting defaults: a little positive tracking for small capital labels, none for figures in a table, and check both at the size actually used.

  • Portrait of Robert Bringhurst

    Robert Bringhurst

    born 1946 · Canadian typographer and poet

    1991 The Form of the Book

    ordinary spaceno-break space42km42km
    Value and unit, unbrokenA no-break space ties each value to its unit, so 42 and km always move to a new line together.

    What to learn from themPut a non-breaking space between every value and its unit so that no line break separates them, and choose a short scale of type sizes before designing any card, so every size on the screen comes from that list.

  • Portrait of Tobias Frere-Jones

    Tobias Frere-Jones

    born 1970 · American type designer

    1993 Interstate

    ordinary bold, widerRetina bold, same width612,84613,9260,21477,03051,8612,84613,9260,21477,03051,8
    Bold the width of regularIn Retina a bold figure takes the space of a regular one, so a row turns bold without shifting the column.

    What to learn from themIf a selected or total row in a table will turn bold, choose a face whose bold figures keep the regular width, and check it by overlaying the two weights at the size you will use.

Cartography

Map makers who worked out how tone, strength and order carry hierarchy on a crowded sheet.
3 people
  • Portrait of Arthur Robinson

    Arthur Robinson

    1915–2004 · American cartographer

    1941 OSS map division

    1subject2detail3reference4ground
    Visual hierarchyEach element is ranked into one of four levels, each level gets one tone, and the subject stands forward while reference recedes.

    What to learn from themBefore choosing tones, rank every element on the screen into three or four levels of importance, then give each level one weight or tone, so the main figure stands forward and frames, grid lines and labels recede.

  • Portrait of Eduard Imhof

    Eduard Imhof

    1895–1986 · Swiss cartographer

    1925 Cartographic Institute, ETH Zurich

    loud groundquiet ground
    Quiet ground, small strong marksStrong tone spread over large areas drowns the one mark that matters; on quiet low-tone areas the same small mark stands out.

    What to learn from themKeep large surfaces such as the page, panels and table backgrounds in quiet low-saturation tones, and reserve full saturation for small marks that need attention, such as a value outside its range or the selected item.

Control-room engineering

Engineers who designed for operators who must notice a deviation at once.
3 people
  • David Woods

    American researcher, Ohio State University

    1983 Cognitive systems engineering

    overviewdetailTotalTotal
    Visual momentumFrom overview to detail, the total, filters and date axis stay in place, and a small overview shows where the detail sits.

    What to learn from themKeep recurring elements such as the date axis, the totals and the filters in fixed positions in every view, and repeat a compact overview on each detail screen, so a reader who moves between views does not have to search again.

  • Jens Rasmussen and Kim Vicente

    Danish engineer, 1926–2018 · Canadian engineer

    1983 Skills, rules, knowledge

    openingreceiptsclosingsalesholdsbroken
    The constraint as a shapeOpening stock plus receipts equals sales plus closing stock, so both columns end level and a broken identity shows as a step.

    What to learn from themList the identities your figures must obey, such as opening stock plus receipts minus sales equals closing stock, and draw the most important one as geometry, so a broken constraint shows as a broken shape.

  • Bill Hollifield and co-authors

    Process-control engineers

    2006 The Alarm Management Handbook

    normal rangeflowleveltemperaturepressure
    Analog scales with a normal bandEach measure gets a short scale with its normal range in grey; the value outside its band shows before any number is read.

    What to learn from themGive each key measure a short scale with its normal range drawn as a grey band, keep everything inside the range in neutral tones, and add colour only when a value leaves the band, so that colour on the screen always means look here.

Business reporting and statistics

The people who set the conventions for charts, comparators, notation, tables and plain wording.
12 people
  • Portrait of Étienne-Jules Marey

    Étienne-Jules Marey

    1830–1904 · French physiologist

    1878 La Méthode graphique

    ParisDijonLyon6:0012:0018:0024:00
    The train graphStations sit down the side by distance and hours run across, so each train is a line whose slope is its speed.

    What to learn from themWhen many items move through the same process, orders through stages or deliveries along a route, give them one pair of axes and draw each as a line, so delays show as changes of slope and conflicts as crossings.

  • Willard Brinton

    1880–1957 · American engineer

    1914 Graphic Methods for Presenting Facts

    as areas050100as lengthszero line heavier
    Lengths and a heavy zeroThe same two quantities as areas, then as lengths on a common scale whose zero line is heavier than the grid.

    What to learn from themShow quantities as lengths on a common scale, and draw the zero or 100 per cent base line more strongly than the other grid lines, two of the rules his committee published in 1915.

  • Portrait of Otto NeurathPortrait of Gerd Arntz

    Otto Neurath, Marie Reidemeister and Gerd Arntz

    Vienna, from 1925

    1925 Gesellschafts- und Wirtschaftsmuseum

    A30B70= 10 eachnot this3070
    More signs, never bigger onesEach sign is worth the same amount, so a larger quantity gets more signs to count, never a bigger sign.

    What to learn from themWhen a count matters, such as 80 orders not served, show it as repeated units of fixed value that can be counted, and never enlarge one symbol to mean more. Name one person to decide what the chart must say before anyone draws it.

  • Portrait of Ernest Gowers

    Ernest Gowers

    1880–1966 · British civil servant

    1948 Plain Words

    officialplainin the event ofifprior tobeforeunfilled demand quantitylost sales
    The plain wordPadded phrases struck out for the short word a reader would say, the same test applied here to a dashboard label.

    What to learn from themLabel each figure the way a colleague would say it aloud, lost sales rather than unfilled demand quantity, and test every label by asking someone outside the team what it counts.

  • Mary Eleanor Spear

    1897–1986 · American graphic analyst

    1952 Charting Statistics

    050100lowesthighestmedianmiddle half
    The range barA line from lowest to highest, a box for the middle half and a tick for the median, all on one scale.

    What to learn from themWhere a row must show the spread of observed values, use a compact range bar: a thin line from lowest to highest, a box for the middle half and a tick for the median, on the same scale as the other rows.

  • Nick Desbarats

    Data visualization educator and author, Ottawa

    2022 Why I stopped using bullet graphs

    Orders1,284On time96%Returns7.8%Margin31%Backlog120above its 6% thresholdNo dot where a measure stays inside its thresholds
    Action dotsA mark appears only beside a measure that has crossed a threshold calling for action; the others carry no colour at all.

    What to learn from themFor each measure on a status board, write down the values at which someone should act, for example crisis, actionably bad and actionably good, and show a mark only when a value crosses one; measures inside the bands need no colour at all.

Perception and uncertainty research

Researchers who measured what readers see in a display and decide from it.
9 people
  • Portrait of Josef Albers

    Josef Albers

    1888–1976 · German-American artist and teacher

    1933 Black Mountain College

    the same grey
    One grey looks like twoThe two small squares are the same grey, yet it reads lighter on the dark ground and darker on the light one.

    What to learn from themTest every status colour on each surface it will sit on, such as a white field, a grey panel and dark mode, and adjust it per surface instead of reusing one value and assuming it reads the same everywhere.

  • Stephen Palmer

    1948–2023 · American psychologist

    1992 Common region

    grouped by nearnessregrouped by a shared region
    Common regionThe same dots pair up by nearness, then regroup as soon as a shared region encloses neighbours that are farther apart.

    What to learn from themDraw a boundary or a shared background only around items that belong together in the reader’s task, because enclosure groups more strongly than nearness; two charts meant to be compared should sit on one surface.

  • Colin Ware

    Canadian researcher, University of New Hampshire

    1988 Color sequences for univariate maps

    selected herehighlighted here
    Brushing and linkingItems selected in one chart light up in the other, while the rest stay in view instead of being filtered away.

    What to learn from themLink the views on a screen by brushing: when a reader selects an item in one chart, highlight the same item in every other chart without filtering the rest away.

  • Michael Gleicher

    Computer scientist, University of Wisconsin–Madison

    2011 Visual comparison for information visualization

    side by sidejuxtapositionoverlaidsuperpositiondifferenceexplicit encoding
    Three ways to compareTwo series can be set side by side, overlaid on one axis, or replaced by their difference, drawn directly.

    What to learn from themWhen two plans must be compared, choose deliberately between side by side, overlaid on one axis, or the difference drawn directly; if the decision turns on the gap, plot the gap itself. If an interval is needed, draw it around a point or as a graded band, since a whisker on a filled bar makes values inside the bar look likelier.

  • Maureen Stone

    American computer scientist, specialist in colour

    2003 A Field Guide to Digital Color

    large areastold apartthin linesblur togethersmall dotsblur together
    Size matters for colourThe same two tints that separate clearly as large areas become hard to tell apart as thin lines or small dots.

    What to learn from themCheck every encoding colour at the smallest mark it will fill: a tint that separates two large areas can vanish on a 2 px line or a 6 px dot, so give small marks stronger lightness steps or a second cue.

  • Portrait of Tamara Munzner

    Tamara Munzner

    Computer scientist, University of British Columbia

    1997 H3

    rememberedon screenside by side, one axisone after the other
    Eyes beat memoryTwo series on one axis are compared by eye; shown one after the other, the first must be held in memory.

    What to learn from themState the user’s task in abstract terms, such as compare, locate or summarise, before choosing a chart; when the task is to compare, put the items side by side on one axis so the comparison is made by eye instead of from memory.

  • Matthew Kay and Jessica Hullman

    Researchers in uncertainty visualization

    2015 Hypothetical outcome plots

    demandstock4 of 20 run out
    The quantile dotplotTwenty dots each carry a twentieth of the demand forecast; four past the stock line mean a one-in-five risk of running out.

    What to learn from themWhen a forecast distribution exists, draw it as about twenty quantile dots so a reader can count the risk: four dots past the stock line means roughly a one-in-five chance of running out.

  • Melanie Tory

    Computer scientist, Northeastern University

    2019 What do we talk about when we talk about dashboards?

    ItemValue8467513822
    The table is a visualizationA sorted grid of aligned figures, with a small bar in each row, is where many analysts check and reshape their data.

    What to learn from themDecide early whether a board is for deciding, monitoring or communicating, because the dashboard survey she co-wrote found that these purposes lead to different designs. Keep the underlying table one step from every chart, and let readers sort and annotate it in place.

Interactive explanation and forecasting practice

People who put controls beside their effects, and who studied how plans are really made.
7 people
  • Portrait of Jay Forrester

    Jay Forrester

    1918–2016 · American engineer and systems scientist

    1951 Whirlwind

    stockreceiptssalesordering rule
    Stocks and flowsA stock changes only through its flows, receipts in and sales out, and the ordering rule driving receipts watches the stock.

    What to learn from themBefore designing a planning view, write its stock equation (closing stock = opening stock + receipts − sales) and give each term its own mark on one scale, so the reader can see which flow moved the stock.

  • Marshall Fisher

    Operations researcher, the Wharton School

    1981 The Lagrangian relaxation method

    six forecasts per styleunits forecastnarrowbuy earlywidewait for sales
    Forecast spread as uncertaintyWith several forecasts per style sorted by spread, the narrow styles are bought early and the wide ones wait for first sales.

    What to learn from themWhere several people forecast the same items, show the spread of their forecasts for each item and sort by it; commit early to the narrow ones and hold back the wide ones until early sales arrive.

  • Robert Fildes

    Forecaster, Lancaster University

    1982 The M-competition

    systemadjustedactualsmall adjustmentworselarge adjustmentbetter
    Checking judgmental adjustmentsEach manual change to the system forecast is checked against actual sales; small changes tended to hurt accuracy, large ones to help.

    What to learn from themGive the forecast override a required reason and a log, and report after each period whether the change improved accuracy; adjustments of a few per cent deserve a second look before they are saved.

  • Portrait of Bret Victor

    Bret Victor

    American interface designer

    2006 Magic Ink

    Growing from 1,000 by4%a year,sales reach1,170in four years.Growing from 1,000 by6%a year,sales reach1,262in four years.drag
    The reactive documentThe assumption sits in the sentence as a number the reader can drag, and the conclusion beside it recomputes as it moves.

    What to learn from themPut the assumption a reader is most likely to question, such as a growth rate or a discount, inside the sentence that states the result as a draggable number, and recompute the sentence as it moves.

  • Portrait of Jeffrey Heer

    Jeffrey Heer

    American computer scientist, University of Washington

    2005 Prefuse

    1 start2 filter3 select4 scenarioundo
    A visible analysis historyEach filter, selection and scenario becomes a named step with its own view, which the reader can revisit or undo.

    What to learn from themGive an analysis a visible history: record each filter, selection and scenario change as a named step the reader can see, revisit and undo.

  • Mike Bostock, Shan Carter and Archie Tse

    Graphics editors, The New York Times

    2011 D3

    curve = rent at which buying payshome pricemortgage rateyears you stay
    Sliders on their own consequencesEach slider sits on a chart of the result across its whole range, and a steep chart flags the assumption that matters.

    What to learn from themDraw each input slider over a small chart of the result across that input’s whole range, with the current setting marked, so a reader sees which assumption matters before moving it.