U.S. National Parks — Data Analysis

Lab 9b | Amadeo Prayoga

Original Dataset

The dataset below contains information on all 63 U.S. National Parks, including their location, the date they were established, their total area in square kilometers, and the number of recreation visitors recorded in 2021. Data sourced from Kaggle.

Park Name Primary Location Date Established as Park Area in km² Recreation Visitors (2021)
AcadiaMaineFebruary 26, 1919198.64,069,098
American SamoaAmerican SamoaOctober 31, 198833.48,495
ArchesUtahNovember 12, 1971310.31,806,865
BadlandsSouth DakotaNovember 10, 1978982.41,224,226
Big BendTexasJune 12, 19443,242.2581,220
BiscayneFloridaJune 28, 1980700.0705,655
Black Canyon of the GunnisonColoradoOctober 21, 1999124.6308,910
Bryce CanyonUtahFebruary 25, 1928145.02,104,600
CanyonlandsUtahSeptember 12, 19641,366.2911,594
Capitol ReefUtahDecember 18, 1971979.01,405,353
Carlsbad CavernsNew MexicoMay 14, 1930189.3349,244
Channel IslandsCaliforniaMarch 5, 19801,009.9319,252
CongareeSouth CarolinaNovember 10, 2003108.0215,181
Crater LakeOregonMay 22, 1902741.5647,751
Cuyahoga ValleyOhioOctober 11, 2000131.82,575,275
Death ValleyCaliforniaOctober 31, 199413,793.31,146,551
DenaliAlaskaFebruary 26, 191719,185.8229,521
Dry TortugasFloridaOctober 26, 1992261.883,817
EvergladesFloridaMay 30, 19346,106.5942,130
Gates of the ArcticAlaskaDecember 2, 198030,448.17,362
Gateway ArchMissouriFebruary 22, 20180.41,145,081
GlacierMontanaMay 11, 19104,100.03,081,656
Glacier BayAlaskaDecember 2, 198013,044.689,768
Grand CanyonArizonaFebruary 26, 19194,862.94,532,677
Grand TetonWyomingFebruary 26, 19291,254.73,885,230
Great BasinNevadaOctober 27, 1986312.3144,875
Great Sand DunesColoradoSeptember 24, 2004434.4602,613
Great Smoky MountainsNorth CarolinaJune 15, 19342,114.214,161,548
Guadalupe MountainsTexasSeptember 30, 1972349.5243,291
HaleakalāHawaiiJuly 1, 1961134.6853,181
Hawaiʻi VolcanoesHawaiiAugust 1, 19161,317.71,262,747
Hot SpringsArkansasMarch 4, 192122.52,162,884
Indiana DunesIndianaFebruary 15, 201962.13,177,210
Isle RoyaleMichiganApril 3, 19402,314.025,844
Joshua TreeCaliforniaOctober 31, 19943,217.93,064,400
KatmaiAlaskaDecember 2, 198014,870.324,764
Kenai FjordsAlaskaDecember 2, 19802,710.0411,782
Kings CanyonCaliforniaMarch 4, 19401,869.2562,918
Kobuk ValleyAlaskaDecember 2, 19807,084.911,540
Lake ClarkAlaskaDecember 2, 198010,602.018,278
Lassen VolcanicCaliforniaAugust 9, 1916431.4359,635
Mammoth CaveKentuckyJuly 1, 1941218.6515,774
Mesa VerdeColoradoJune 29, 1906212.4548,477
Mount RainierWashingtonMarch 2, 1899956.61,670,063
New River GorgeWest VirginiaDecember 27, 202028.41,682,720
North CascadesWashingtonOctober 2, 19682,042.817,855
OlympicWashingtonJune 29, 19383,733.82,718,925
Petrified ForestArizonaDecember 9, 1962895.9590,334
PinnaclesCaliforniaJanuary 10, 2013108.0348,857
RedwoodCaliforniaOctober 2, 1968562.5435,879
Rocky MountainColoradoJanuary 26, 19151,075.74,434,848
SaguaroArizonaOctober 14, 1994375.81,079,786
SequoiaCaliforniaSeptember 25, 18901,635.21,059,548
ShenandoahVirginiaDecember 26, 1935810.11,592,312
Theodore RooseveltNorth DakotaNovember 10, 1978285.1796,085
Virgin IslandsU.S. Virgin IslandsAugust 2, 195660.9323,999
VoyageursMinnesotaApril 8, 1975883.1243,042
White SandsNew MexicoDecember 20, 2019592.2782,469
Wind CaveSouth DakotaJanuary 9, 1903137.5709,001
Wrangell–St. EliasAlaskaDecember 2, 198033,682.650,189
YellowstoneWyomingMarch 1, 18728,983.24,860,242
YosemiteCaliforniaOctober 1, 18903,082.73,287,595
ZionUtahNovember 19, 1919595.95,039,835

Charts & Analysis

Chart 1 — Top 10 Most Visited National Parks (2021)

The story here is of dominance and dropoff. Great Smoky Mountains isn't just the most visited park, it's in a category of its own. The park pulls nearly 14 million visitors while the second-place park, Zion, sits at roughly 5 million. That's almost a 3x gap between first and second place.

From Zion downward, the remaining eight parks cluster tightly between 3–5 million, suggesting a fairly competitive middle tier. The deeper argument this chart makes is about accessibility and geography: Smoky Mountains sits within a day's drive of roughly a third of the U.S. population, while parks like Glacier and Joshua Tree require more deliberate travel. Proximity to population centers may be the dominant driver of visitation.

Chart 2 — Parks Established by Decade

This chart tells a story of two conservation eras separated by decades of relative inaction. The early 1900s–1920s saw the first wave of park creation, driven by the progressive-era conservation movement under presidents like Roosevelt and Wilson. Then activity slowed considerably through the mid-century.

The real story is the 1980s spike. 13 parks in a single decade. This corresponds almost entirely to the Alaska National Interest Lands Conservation Act of 1980, a single piece of legislation that created or expanded a massive number of Alaskan parks at once. Without that legislative event, the 1980s bar would look unremarkable. The recent 2018–2020 cluster hints at a modest third wave, though it is too early to call it a trend.

Chart 3 — Total National Park Visitors by State

The central argument of this donut chart is geographic concentration. Just four states: North Carolina (dominated by Great Smoky Mountains), Utah, Wyoming, and Arizona account for over 60% of all national park visits nationally.

This raises an important tension: the parks with the most visitors tend to be in states with relatively few parks, meaning visitation is heavily skewed by one or two flagship parks per state rather than being spread across many. California and Colorado, which have numerous parks each, still trail North Carolina despite their larger park counts — reinforcing the Smoky Mountains outlier effect seen in Chart 1. The "All Others" slice at 13.3% is also striking: it represents the combined total of all remaining states and territories, suggesting that most of America's national park land receives a disproportionately small share of human attention.