John G Ullman & Associates 13F-HR Quarterly holdings report by institutional manager

The Securities and Exchange Commission has not necessarily reviewed the information in this filing and has not determined if it is accurate and complete.
The reader should not assume that the information is accurate and complete.

UNITED STATES SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549
FORM 13F

FORM 13F INFORMATION TABLE

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OMB Number:		3235-0006
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COLUMN 1	COLUMN 2	COLUMN 3	COLUMN 4	COLUMN 5			COLUMN 6	COLUMN 7	COLUMN 8
			VALUE	SHRS OR	SH/	PUT/	INVESTMENT	OTHER	VOTING AUTHORITY
NAME OF ISSUER	TITLE OF CLASS	CUSIP	(x$1000)	PRN AMT	PRN	CALL	DISCRETION	MANAGER	SOLE	SHARED	NONE
3M CO	COM	88579Y101	1,112	5,065	SH		SOLE		0	0	5,065
ABBOTT LABORATORIES	COM	002824100	13,737	229,260	SH		SOLE		0	0	229,260
AECOM	COM	00766T100	5,583	156,700	SH		SOLE		0	0	156,700
ALPHABET INC	COM	02079K107	1,767	1,713	SH		SOLE		0	0	1,713
ALPHABET INC	COM	02079K305	1,653	1,594	SH		SOLE		0	0	1,594
AMERICAN SOFTWARE INC	COM	029683109	8,001	615,441	SH		SOLE		0	0	615,441
AMGEN INC	COM	031162100	1,970	11,558	SH		SOLE		0	0	11,558
APPLE INC	COM	037833100	2,199	13,104	SH		SOLE		0	0	13,104
ARCHER DANIELS MIDLAND CO	COM	039483102	5,777	133,201	SH		SOLE		0	0	133,201
AT&T INC	COM	00206R102	371	10,414	SH		SOLE		0	0	10,414
AVALON ADVANCED MATERIALS INC	COM	05337L106	2	18,750	SH		SOLE		0	0	18,750
BANK OF NOVA SCOTIA	COM	064149107	6,557	106,267	SH		SOLE		0	0	106,267
BAXTER INTERNATIONAL INC	COM	071813109	3,986	61,293	SH		SOLE		0	0	61,293
BCE INC	COM	05534B760	9,762	226,802	SH		SOLE		0	0	226,802
BERKSHIRE HATHAWAY INC	COM	084670702	603	3,025	SH		SOLE		0	0	3,025
BLACKROCK INC	COM	09247X101	542	1,000	SH		SOLE		0	0	1,000
BLUE BIRD CORP	COM	095306106	1,093	46,100	SH		SOLE		0	0	46,100
BRISTOL-MYERS SQUIBB CO	COM	110122108	8,403	132,851	SH		SOLE		0	0	132,851
BROOKS AUTOMATION INC	COM	114340102	6,145	226,929	SH		SOLE		0	0	226,929
CALAMP CORP	COM	128126109	4,632	202,450	SH		SOLE		0	0	202,450
CANADIAN WESTERN BANK	COM	13677F101	202	7,900	SH		SOLE		0	0	7,900
CELGENE CORP	COM	151020104	358	4,008	SH		SOLE		0	0	4,008
CIENA CORP	COM	171779309	6,813	263,033	SH		SOLE		0	0	263,033
CIGNA CORP	COM	125509109	403	2,400	SH		SOLE		0	0	2,400
CISCO SYSTEMS INC	COM	17275R102	1,041	24,260	SH		SOLE		0	0	24,260
COCA-COLA CO	COM	191216100	378	8,706	SH		SOLE		0	0	8,706
CONDUENT INC	COM	206787103	4,185	224,543	SH		SOLE		0	0	224,543
CONOCOPHILLIPS	COM	20825C104	1,311	22,110	SH		SOLE		0	0	22,110
CORNING INC	COM	219350105	19,134	686,313	SH		SOLE		0	0	686,313
CORNING NATURAL GAS HOLDING CO	COM	219387107	217	12,448	SH		SOLE		0	0	12,448
DANAHER CORP	COM	235851102	510	5,213	SH		SOLE		0	0	5,213
DOUGLAS DYNAMICS INC	COM	25960R105	243	5,600	SH		SOLE		0	0	5,600
DUKE ENERGY CORP	COM	26441C204	3,468	44,766	SH		SOLE		0	0	44,766
ELI LILLY AND CO	COM	532457108	213	2,751	SH		SOLE		0	0	2,751
ELMIRA SAVINGS BANK	COM	289660102	4,233	206,468	SH		SOLE		0	0	206,468
EMERSON ELECTRIC CO	COM	291011104	28,095	411,348	SH		SOLE		0	0	411,348
EXELON CORP	COM	30161N101	3,700	94,835	SH		SOLE		0	0	94,835
EXXON MOBIL CORP	COM	30231G102	30,379	407,177	SH		SOLE		0	0	407,177
FLOWSERVE CORP	COM	34354P105	7,738	178,594	SH		SOLE		0	0	178,594
GENERAL ELECTRIC CO	COM	369604103	9,117	676,319	SH		SOLE		0	0	676,319
GENERAL MOTORS CO	COM	37045V100	380	10,450	SH		SOLE		0	0	10,450
GLAXOSMITHKLINE PLC	COM	37733W105	2,975	76,135	SH		SOLE		0	0	76,135
GRANITE CONSTRUCTION INC	COM	387328107	10,983	196,608	SH		SOLE		0	0	196,608
GREAT PLAINS ENERGY INC	COM	391164100	8,994	282,928	SH		SOLE		0	0	282,928
HALLIBURTON CO	COM	406216101	1,634	34,800	SH		SOLE		0	0	34,800
HARDINGE INC	COM	412324303	1,600	87,341	SH		SOLE		0	0	87,341
HEWLETT PACKARD ENTERPRISE CO	COM	42824C109	239	13,600	SH		SOLE		0	0	13,600
HONEYWELL INTERNATIONAL INC	COM	438516106	8,049	55,696	SH		SOLE		0	0	55,696
IDACORP INC	COM	451107106	4,156	47,084	SH		SOLE		0	0	47,084
II-VI INC	COM	902104108	278	6,800	SH		SOLE		0	0	6,800
INGERSOLL-RAND PLC	COM	G47791101	8,413	98,384	SH		SOLE		0	0	98,384
INTEL CORP	COM	458140100	17,017	326,756	SH		SOLE		0	0	326,756
INTERNATIONAL BUSINESS MACHINE	COM	459200101	12,082	78,747	SH		SOLE		0	0	78,747
JOHNSON & JOHNSON	COM	478160104	21,357	166,654	SH		SOLE		0	0	166,654
JOHNSON CONTROLS INTERNATIONAL	COM	G51502105	271	7,681	SH		SOLE		0	0	7,681
LABORATORY CORPORATION OF AMER	COM	50540R409	452	2,792	SH		SOLE		0	0	2,792
LANDEC CORP	COM	514766104	4,597	352,259	SH		SOLE		0	0	352,259
LINDSAY CORP	COM	535555106	10,858	118,740	SH		SOLE		0	0	118,740
MANHATTAN SCIENTIFICS INC	COM	563122100	2	145,000	SH		SOLE		0	0	145,000
MCDONALD'S CORP	COM	580135101	241	1,540	SH		SOLE		0	0	1,540
MDU RESOURCES GROUP INC	COM	552690109	9,734	345,651	SH		SOLE		0	0	345,651
MERCK & CO INC	COM	58933Y105	13,012	238,887	SH		SOLE		0	0	238,887
MICRON TECHNOLOGY INC	COM	595112103	454	8,700	SH		SOLE		0	0	8,700
MICROSOFT CORP	COM	594918104	9,313	102,039	SH		SOLE		0	0	102,039
MONSANTO CO	COM	61166W101	444	3,802	SH		SOLE		0	0	3,802
MOSAIC CO	COM	61945C103	1,484	61,100	SH		SOLE		0	0	61,100
NEW YORK COMMUNITY BANCORP INC	COM	649445103	4,174	320,325	SH		SOLE		0	0	320,325
NEXTERA ENERGY INC	COM	65339F101	6,852	41,954	SH		SOLE		0	0	41,954
OCLARO INC	COM	67555N206	305	31,900	SH		SOLE		0	0	31,900
OGE ENERGY CORP	COM	670837103	9,838	300,214	SH		SOLE		0	0	300,214
ORBOTECH LTD	COM	M75253100	4,298	69,117	SH		SOLE		0	0	69,117
PAYCHEX INC	COM	704326107	236	3,825	SH		SOLE		0	0	3,825
PEPSICO INC	COM	713448108	441	4,043	SH		SOLE		0	0	4,043
PFIZER INC	COM	717081103	16,178	455,842	SH		SOLE		0	0	455,842
PHILLIPS 66	COM	718546104	440	4,585	SH		SOLE		0	0	4,585
PROCTER & GAMBLE CO	COM	742718109	7,291	91,962	SH		SOLE		0	0	91,962
PUBLIC SERVICE ENTERPRISE GROU	COM	744573106	3,002	59,760	SH		SOLE		0	0	59,760
QUEST DIAGNOSTICS INC	COM	74834L100	4,844	48,299	SH		SOLE		0	0	48,299
QUINTILES IMS HOLDINGS	COM	46266C105	353	3,600	SH		SOLE		0	0	3,600
REGENERON PHARMACEUTICALS INC	COM	75886F107	310	900	SH		SOLE		0	0	900
ROYAL DUTCH SHELL PLC	COM	780259206	398	6,243	SH		SOLE		0	0	6,243
SCHLUMBERGER NV	COM	806857108	18,126	279,808	SH		SOLE		0	0	279,808
SHERWIN-WILLIAMS CO	COM	824348106	326	831	SH		SOLE		0	0	831
SIGNATURE BANK	COM	82669G104	2,598	18,302	SH		SOLE		0	0	18,302
SKANSKA AB-B SHS SKSBF	COM	001192671	269	13,200	SH		SOLE		0	0	13,200
SWISS HELVETIA FUND INC	COM	870875101	3,479	284,040	SH		SOLE		0	0	284,040
TE CONNECTIVITY LTD	COM	H84989104	8,262	82,700	SH		SOLE		0	0	82,700
THERMO FISHER SCIENTIFIC INC	COM	883556102	5,184	25,108	SH		SOLE		0	0	25,108
TUTOR PERINI CORP	COM	901109108	4,323	196,068	SH		SOLE		0	0	196,068
VERIZON COMMUNICATIONS INC	COM	92343V104	221	4,625	SH		SOLE		0	0	4,625
VIAVI SOLUTIONS INC	COM	925550105	2,570	264,400	SH		SOLE		0	0	264,400
WAL-MART STORES INC	COM	931142103	838	9,417	SH		SOLE		0	0	9,417
WALT DISNEY CO	COM	254687106	367	3,656	SH		SOLE		0	0	3,656
WATTS WATER TECHNOLOGIES INC	COM	942749102	8,670	111,578	SH		SOLE		0	0	111,578
XEROX CORP	COM	984121608	1,759	61,131	SH		SOLE		0	0	61,131
ZARGON OIL & GAS LTD ZARFF	COM	989133202	4	12,000	SH		SOLE		0	0	12,000
ZIMMER BIOMET HOLDINGS INC	COM	98956P102	1,213	11,124	SH		SOLE		0	0	11,124
ROYAL HAWAIIAN ORCHARDS LP	LTD	78028T100	557	239,917	SH		SOLE		0	0	239,917
NOVARTIS AG	ADR	66987V109	12,939	160,043	SH		SOLE		0	0	160,043
TAIWAN SEMICONDUCTOR MANUFACTU	ADR	874039100	464	10,600	SH		SOLE		0	0	10,600
FRST TRST ISE GLB WND ENG INX	ETF	33736G106	214	16,000	SH		SOLE		0	0	16,000
GUGGENHEIM S&P GLOBAL WATER ID	ETF	18383Q507	5,676	166,550	SH		SOLE		0	0	166,550
ISHARES CORE US AGGREGATE BOND	ETF	464287226	1,447	13,490	SH		SOLE		0	0	13,490
ISHARES MSCI AUSTRALIA ETF	ETF	464286103	2,328	105,700	SH		SOLE		0	0	105,700
ISHARES MSCI CANADA ETF	ETF	464286509	3,583	129,991	SH		SOLE		0	0	129,991
ISHARES MSCI EMERGING MARKETS	ETF	464287234	266	5,500	SH		SOLE		0	0	5,500
ISHARES MSCI SINGAPORE ETF	ETF	46434G780	3,628	136,020	SH		SOLE		0	0	136,020
ISHR EDG MSCI MIN VOL EMG MKT	ETF	464286533	6,787	108,864	SH		SOLE		0	0	108,864
POWERSHARES QQQ TRUST SRS 1 ET	ETF	73935A104	260	1,624	SH		SOLE		0	0	1,624
POWERSHARES WILDER CLEAN ENERG	ETF	73935X112	1,204	48,150	SH		SOLE		0	0	48,150
SPDR S&P REGIONAL BANKING ETF	ETF	78464A698	779	12,900	SH		SOLE		0	0	12,900
VANGUARD S&P 500 ETF	ETF	922908363	701	2,894	SH		SOLE		0	0	2,894
VANGUARD SHORT-TERM BOND ETF	ETF	921937827	1,010	12,873	SH		SOLE		0	0	12,873
TORTOISE ENERGY INF CORP	CEF	89147L100	3,510	140,507	SH		SOLE		0	0	140,507